{
 "metadata": {
  "name": "",
  "signature": "sha256:42fe39e9f6e9335660e825baf7787ff5ae3326914f640c242b11ddd1d6908dc0"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%pylab inline"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Populating the interactive namespace from numpy and matplotlib\n"
       ]
      }
     ],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "path = \"/PATH/lfw/Aaron_Eckhart/Aaron_Eckhart_0001.jpg\"\n",
      "ae = imread(path)\n",
      "imshow(ae)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 3,
       "text": [
        "<matplotlib.image.AxesImage at 0x1086525d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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j5r8A8F8C+DmA3/Htv+Pff9B2LR7ymqrb+jqBB8AXPwJhGDLG3ejuUSCR0bp3\nTrzqQ7aT4wy73W5BzAJmEDPzzD8QWF2SwRFWuzZbBvAwHUqBasHnaYK4ebDIYOUrvnhxozim5bhQ\nddvfkxCTDV/TDtjrpABwbkRgKUVq65e4/76vooWmtejLLmhtBnkz9uMOg5PSVIFaBaVWFDXC2rgb\nUZ0abwFtce3AT1wbgpuGEovQnItjfa9w8Le/O++2q9pr4HZb2AvwclrHlwqMfwvAbwP4wzAz5DdX\n208dxRfaczoweAXnjl/yIbal8XPbY8f2Ul4sM67dCwM5McZhxH63N8+HlKaKxzGxmgPAuBsw5rHV\nJI3JHTwMIzUli7NQhSYGp2yrKBFAbN4NEUxTxaFWTwhccVRPhINwP0a2K7ufTMlwCqptVpFaQFl2\n/CXMjAYTOJ+hBCCqmE0nZVQpZ/CJ5QoZ96AUgsw1j7az328yboppHUDOCp4mTMX6NacMTmGCCUrx\nyGA3SxJ5QsLF6txP/nNgax+Kv53E+LHxcU3rx/lTz3lu7D+nfanA+G3/+88A/E8w0PN3APxRAP8U\nwB8D8LtbB5ZS20O08ntXtlPAawYZX7vDntrW/nsiQ+kjsCyyZqlnnZJaUV3VjngOZras4I23YLhE\n0MAjkziqMx5jpQ8sgNk8FrV6Oju3+cmqnu08o9ZJcWVDBwAAQ4CpnFG4oNbsGMfswu1TDooIplIA\nqahT8exc5NGr0lzCgtNBvhDyq4nKVg/BTB3VVoCpHCdMcI8PJ4zjDkMe8XB4gFTfj8X6nAYQK6Zp\nQniRTLCGBweYBURwOpaJidUPCqwJMLwn3vH6WV5iHD3Ho1irokzlerXnkfYlAuMWBsz/EsAdgD8D\n4D8G8DcB/EUAf9n//o2tg4fBLn0eCX9KO80y/Vxc4qVbP/kAW4kHjyZlpub5SGwEqdpVWSfykHPq\nM2WFsEjIeTDbXGqbOLOaYKCeWGJN0xBUWhLglDPyYOQsIe5IVdKZQn15BMLAjIEYwm4yaRdMraFJ\nVZSpoIjhIJMHp9m6boKr1gpxr0SvgjYvyRpY9G3G0HStx4WlTKYpiQiOhyOYLbp3N+4xjgMIjIeH\nzyjTBGQ1bxBnZ8UWC0jrhHlE9qo4vErApXyhayxtPdwujb/nCIBrxnO/SDEDlGbspUxPy8q/bl8i\nMH4O0yriPP8dgL8F4H8D8NcB/CXMbtVXb1uC4q25HT2/IGYFs+MN2ZiatVQUCPKYQa5BQGfehlUr\nG+b9a22g8bvZAAAgAElEQVSYRQr033EGtKAsdUHgSWWgXWwHIafB4kvcnKiwzFillI6Cvkz1F5m/\niNmQQscSStWmLdRSDOOYJhS1hD6kTgMHzEwRq7fBHHlAl4K9L/PYOErRd8RQN7FSStgNI5CBGkKj\nmnCCAod0BN9YZrKaB8MlyIL1QNQyrYfrWR1gCnzJgtBmzaLPHIblbfVv/MSM+eFb4DGdF0lnLfxL\n25cIjP8HwL+58fvvAfjTTznRl2gY52y7NfjzQ2saJza4T+RQ+5kM5FQRiHT8A9VWvoZhblUjWEXc\nSXbqd5gYM56BNslN4FDi8M6Dkq/czOA0mJmiapXLqnoCnNnDAVULGAOMv6BqsRtw+rnOmbSaNiJi\nwGdOyEgoVVDVUvnVcPm66VL6qu7+zNqp+BF2TkDIPzObyHwViUzLGDihpIo6mWZzPFpCoYfPn8FE\nGHc78ygxUHCIl+OJkRNEPARfpAkNw2gIVnxJDXTCHIkb73VlSGHtHYncpM8dN+e+P3ZOOyTg72gv\ns4C+aU7Pc2bENW3Zgaf1FnoN47WFxTbKP6uns1sTgKpXTXdTgiw0O+eMISerVCJ1VsMbH2EG10gt\ns9QkUxO2ts0dElGugAgpJ6TMUHcVqg/0iAGpVVCmYnVVi2XwssxZJnzYA+eqCMS5mmFGVZEmACLT\nF+DFlhUYMjCJYCoCZnN/iiiqAiLFKq6puU11rr7cNAtuE9jD4wwiAYBWXgFVMaSEMWU8qEWulklw\nrA/uYrZAul0agVpxOBwQgYApWaxN8QuHQFCF0cjJnj/A4nWE7fL9E/rSCU8HNLfH6lOB+nN40Etp\n2+8qluQp7RIItPX9NYXGOaDVBmFFZIcyPoZl1Yr/wuxIIPc4SGMkGpDYBZeJWCHlIB95qv64HmH2\nmpAvzeyRqqqWk6IUExLq6n2tYpXQPG4kcnmyT8gAAVvQGoDEFnpvAi0jJULK2TQHFUzHiqkWC59X\nhiZbsUngTNECUvH8nIpFOSS/7xTCT820gr/DnDylIQDy8gLZvUEpW0ay4JdEv0WczNSRyVr/eoBe\nUOeJ5h1C45g1i7mvw8xaTPQTM3gOoX/uOHpqU1kB/F+MDy7bj1ZgAOeFxltjF+sm4nkpOCOFZyMw\nCnYswgdbaBaRsDdWn+PBAtLq6jmjD8KTYryCOYxdajGGYxVUcg9F9QAuMwTMPMoJiQm7ITesI86Z\neKnBhYcmcnsEThM8DegBxruwsHZUX3wp4jkyhApIrAzSpsB1TYMRNVRmejclRiLLOmb1oQsGTshE\n0MQQF2ZVCw7HzyYwxrH1aQ/mhoBVVZQIiiMLViMKYbF89uh70GpyYokVNBNns61NhvmdPtYu7qOn\n2vavhMC4tOI/5QHnfU9ttLf0lMTAiXuIRDfmTh2QMluaCA7G5RGTJiRSMGsb3MH2TMkycqvOpQSD\nqxEmD5GxOQFzEar/ByhSZBrPAwSmWQT+QEItw3hKc87NHsCTxqeQwAIdy3DQUILcZTkwUkoWlKYe\nSUpq1TQyQWqC8jB7Y8JbEgIQBnAmp3oDCnJGJrGCkiVKTkSoVAExl23jQkT/O5B7LAck4SaIRWbM\nJ36rFSAqgBKoeUcAw52S39vS9FyA2t1vYT4afLpdnrDXWFYj5/HBddHM2B7zv1ImyZIss/1gT8E5\n3kLDOAWn7PeY3JGUZk58A5Db5yKCOimQBOgAzlj9oIpEDCECUH2QptZv4U5lVRAqQGqJbnhOuhuh\n6+r2dkmelcsTbuY8c0MUyxR+QSALSnjL4dnl/oxnZ/JCR0TG0YAiswGAVRyo1WrFkUJ74LQiTZkw\n4G7yWAEEAkiRyTAMTna9Uiw2x/oFrp6Yi1QAlOqZxJIRuOyZDs7mVDBlMImfP67o3gaJOKBTnEpX\n30HxDDNepevqSXH2Z+B215xj7fJ96bnwbhLoPPeY8/jBl13nKfey/cK0EdLWJkbYtqICZQYC/CTy\niWu2eIrEGToL1ZnMFSuYG/uBkbgJMeSEIWXjHVDEalTjMVDCAKvHCgKU5homRISpTO69CYFRUMqE\nY5kwTRZjUovRu0Mj6fkT4rEqMVcMsLTJWWtQ0ufVnVPUlEWzuW33WeMgkLtcGWPOGIbs2lfUqYUl\n8XEzQ9Qg2sRGiiu1YKTccVrmWidRMIpIQI3zOv+pNfCNtHzHiwnZaxa+YDwCTj53XG5xQbbmwXqf\n+T6f396FhhHtMWm4JSz6Ff2HNj3WAmP5gnxC05zjwVxx4uovIFQhXj81TJbdOGC3m80DrdpQemBO\nMmMro7E4AwdIWpESYXDuxuA4AwGQUoBq9GewTTwBLCqTq1c0MwGg6nY+Ja/zkSAQsFZQBTIlZ0zO\n/R0TGgoE90yVLKu4mDlVK6AezxHPkt27EuQitDqprjlJZ6Iwg1LF2JL9EJQVZXJsg2Pys7mI/TiL\nP6lQdVaqelRrh83076hNLQ2zLwDrxzwO/ftHix16jXZOSMxV9IDQkpbz4u2IW1/UrlGVTgVEdNT6\nXC95Z09rPYYSf+22l8CaAWkFcqyoZNhFyowEReaMMQ8YUkbmjEzJwsOrTfTpeEAtE1QF7HiEVStT\n/+drsJo5kwhgWOJd8gjVpBUMRWZLDShqvAoRRWUBPHMWIbtHQpHTLAiIElQY7JMukXkJghAGoCX5\nCZKTCEEn40WwADnOy2SeE1IMAzAMof4rlARVq2sIs2szMZC8z0YOj1BCVUL1gtEKxsQGiDIZDZ0p\nmTeJ4aQ3m8xDTuAK96YoiBOEFUzi7y4SAjlbkuCmxhKzaBqje3eWrfMDb46d8Lo8ddTN3prAWWYB\nsj7Zyy6i70JgLLkE2w848y16dPnt2ZzLdoqaNw5GtVwXYIZFYTMsKaapskAnIL1koqhiKhOm6YhS\nrA7HkNkAP+amchMZtFaVbNKSAipevKfaoHfyFhFDlFDEQEgFrJKaCkq7jufpBDm2YCr/yJZoh7qs\n3IgizTRzNIwtas+bIMgAxJhZECIIAzRSw1ZSNpymaG1eikQA2LSLwCxSopZpXZ3UNkngGQkC10JI\nXCsxky1c0EK1mYnJM46rl3LMKaFWac8SJoZhIacg8OIdn02bd1lgLPd7Suv3PxUSr6lpvyuTpG/b\nOMTT/Nqv3dY+d+pXGVf51YFBrmRp8IeEzLkBm1HisA8rb/EcWq0GScMt4BTthMy2njNz40gwhSvS\nV2MiA1bF8lgmHoCUzNNSFYUESQEwLLajVBSdi/30splUkYmR0mArNQBiRh5m00dFME0TCpNH0heI\n4yLqpldVl5Gjnd6CxSzCNEhlFhTnZotafRMr6JSRBks8BLJoXC0VaTKBYZTzBCaLUCUnX2mVOVKW\n5gLV0dfWt7wwSwA05un8rkNozCv8l7SXntjnzveS13lTgXFOo3gLN+hz2znQNTxw6hXWazVzohAw\n+GAFESqMGh71QQBPrCvLCmQ5GxV6l81+z07+YszV0ELTYLZAMUsoHAIjW7AaZ4gQUq2YuLb7ELXo\n0uRYSfWyiJHvQd1TA4R3wzCX/X7fwNJSChIIkgzQnKaKgRMOU3GQ1/EEVVRMFhfCbnawIiWCkAs0\n79bggSTnrHD2RMjkZogScq7gxJYDhE8ZxFB0QnfmkBi2UyFkYe7MBsAaAKognQsr9ZjBAjsDAGU4\n0QSYxa0Jm1cYy5e06teeO+/CSxIvo/dp/xjaNgrt312dJ1eLAbf3W3UxgrC5SosQxCuLWVbuqQmL\n8H7MwiJhSEZSMsPGkX43b9jNlSEnDGyrN6liGHbOTiSUapwCSmQekghqE7H8FepqgJgVH3NgcA0H\nTj7bjSN2u51PXMWkFgUL95jICDzkjONUUKqgVEXxuJNK0rw/cCCWOEPVmQsh/Bofw0whJDMfiAmc\nBogAKR2bPc+OuWRilC5tQsSmxD9279KMR4glMUoG6FaJSm7bk/MEdDwjNH7V2pubJPHCgqC0/h04\nlajvC7c41+Z7bM+mHu+BeaKYW9Seu9QCaAHJ5HVAq9cUSc0aVhEICiTo0USNRs0wlXr0eqxDNjU+\nezg4QJCqgBRLze9aigkHAdcKlAmkFu9iGbMsqjWnjKErdGQmgiUOhlqW8RFq6fsBm/CcMTDjkCeU\nqeJYvM6KMAotza+W59NNlxTjAlZRLQK5NBPSMAAwdqqoIB8iC3jkMIVpCqoekVvMfez7qAiUl7iR\nheB7FGtOIKsi7e9sJoW1t6tzrpD2vhdCI859CfR83ji+tFC9dntTpuf6YfvEsOt9A3R6T9K7R8mB\nnkpggykWT+X+JatXDhsxDJZ3M3luu1InSFWwTvMqGJGizocw6q8270UEYTETBoryixkpOB3uXk05\nQ6rieJxQi4GQlkzXcQ8mizKlwdTznBpHIg8D9rsdxmGcyzIaAGM4jcyV2RqxS830yKQYmHDkiiEV\nHIuFiodQaRhCCpKahcCbT9NxDqTmLpVk9ylqLuAqxmAVvweVOW1hi/oNZqy/J5WggPvDw8lZFPEx\nHZZB87ujwKj9DWwKA+V2zsfAzJcgb22dr93KKyys70bDAM4/4JIc835MlhnkPB0gYZJE4V8NGjIz\nxnHEzX6PMTMIBURoYeaigoHEqNwp4EznJBAZz4IJo0dajjlhlzNyIgyJPXdGcg3BA9vYgL6qFk+S\nSJHhY5vIQrlTwu1+59eY65RwTpZK8GaP3Wj1VnNKBtZKNS+MiEW7eonGw/GIaZpwOB7BqmC1gs8J\njETZBaoBkOKsyJwzOGXDN0p174WA1EP8PeZmYqCyuXCJ5/5pIfYavA2PpYF5eKymUoTNWzKhRuJy\nhibIPHHEM9vW1qiZgXoekwigND7rakRcGkcv4+2LBew1NfA3Fxhb7RxrzZD25bZziPX6HGvQat22\nBFd/zDY4G/v3x9mySL7BKMvs2oAFd+3HAbtxtKzeU4FIQSt2BEHKCaNP2Fi9E1lC35txxN1utNIE\nBAzMGAfTKsZsJKjBo1XDpSiloHqtVRKv1s424XLOpvR7pirOlvsyDTOVfRx32O1Gp44bYQpVUeqE\nUiYHaKPQ8QEEq7lCkkEqSDRgzAnTkDCVSPOfgZYnxGuIpIxSKybABBCR1xfJBngSAck9P0SglEA4\nNoAyAF8Uc6uKVDsHESDG7WAmiJc7CPOKjlabJbw0RPD+geUKARqITe3/MR468POMdHgs3GE91tZj\n8NJx117rpdobCoxgpIVahsXfaP3350rPc1z79W/nXtr6c5ghyxc3B3rZ/rXdPMEwgcHNhcFzXxCK\nlxm0VTElI0QNOWEcM4aUoVVQYVyD3TDiq7s7fHV3i7vdDpkUiRSjC5g8JMM81LNz14LjccLxcHRz\nxgb6EAJhHN3M2FkUrQsLwx8SUk5WMCkKMzODoZ7DwurCMrv5QFbcWaAYCFYDaWQrd8BGoqoyePyK\nV01zgaEwF63aYQDXZrKYSeFlHWHXZ5/Q6p+jkAC7JkJQiJbZzEg2+bV6lu86M2YbdkJmRopquDd8\nRdBZV2g+1l5YdIl0FkNriXusF6tz5vd7b2+sYdBqkkYHr8Cktm17Uj8H+Ln+OMaaTts0if6eEKHa\n3ZFx+jAn2IhXY04YjJkEY1bCtIQxY2DCjghjzkicLPozJezHHe5vdvh0d4uvbu9wf7PDwMBAwG7I\nGAab4FUE5VhxPBwMZDweLZ8lzObPecBu2GG322G/32O322G3u0XKAzgnnzzUJjHxnMRHRZqpELVR\nOcwyUhjbikBq9WOLe2hIBVUsmD7lBFULNiP20gM6Z/AySmhumcYpJp57OaLXIpAu0gQwmbAxPAfg\n6sQtTxpsdznnLA3uC7kWEyNPw5vSkelU52RI1AkIXQzVEADdorGCRddj6MfkEYz25qDnDwHUvNa5\nG9mqY/q1gUW+ijmAxwDGPOB2f4O7/R77XbbEv5qgWpGyTegxJexpZnLCg8K+ub/D15++ws+++oT7\n/Q43Y8YuE8aUTNgQQZK5Rx/oAbVMZgalDN4b0SvnjP1+j5ubG9zc3OHm5sZ4FOPOOBpea1XaKyFf\naA0PUJmLGFn06oRaGZIm1OolGHmwyZsMgI1EPNNkRZ01u4uUjd1p6fsshV/xgkyUO81TqHmHGmHM\nAU2br06FZwK7g4IpUhua2YUoPJ1oLsLUeWdUdc57KrOgmCu01Xa1UDSWQ6nXFnpzZQ5k66kD0a4R\nGu9NsLy5wOi/L4PJljbcpei8S/be+ppb+56zJWe3GKOFLNsVAeic4bsTEu2vcyIo2Qq2HzLu72/w\n6dMd7u5vsR8YxAIgQ+UIkWqTLBEGDxGHWhGe2/0NfvKTn+BnX/8EP/vqE3aJsWNgTKaxDMmp4cQo\nVCCjgZCkhNv9jUfKmmlxc3ODm/0Nbvd77Pd7jOMePAzzpCKChGegw4eC4t57Qko5ohQDOKfjEbVM\nkFLBDNSJISwYUkIZB8sgfjQcxSbi2DKIT1MxchcrBrY6slGZDckUNFm9W6JghaplUBeFRCrAxEgK\nDCQAGy+kwLWVhJZhXepcUEk8vkYQwr73lsz1X1W1mXbWP5dNi3Mu0Nnz9zSg8rVBzcfauwE9t0DK\n/vcv6ag1U++xfU4Fz1K4Ldxs/lsEKMXvuWMnDolwd3OLrz99hfvbWwMsE4FQABJjW5AiZdcIdLbd\nxyHj0/0tvvnqa/zsm2/w9d0tMisGCBIEAxNSsBI9Me4ewJAy7m4McLWU/J7bcrfD3t2jkapfk1VE\nswEsLaCsken8+cljOwbPIG4JgNQ4IARITlApKCUZg1IUxWvCDjmjZGOOEhOY9lYawM2lKoJayaNl\nteXPBNzjAWOaMqlRth3foAjNz4CSYhBFSW5SqIDYh7hnBxeiRW6PcO2KVCv7SIa3tHe9HgovMFcv\nYWWPHffW7V0En/W/rTtzveJ/iXS9pA6uWaerO1tsW3hm6JRsxmw5LhNb+cL7mx2++fQJX9/f4mbM\nSAxALZEMyJB7UgM7dzkhW/wVckq42+/x1f09vvp0h/v7PXbjgIGADJndleQ2tvMRgqQFWBh3aBjJ\n80gMbCULDDg0oE+8jmppcSxzJTB/utYP7AaBiGcZd22KyXgUzAzNhncc+QhL6IMGqJpwHlBq9ejU\nhFwZVTxCN1L/Qw0e8dASEW21SUjVzRFjdQobZjCmhJoMkLXYksGMCbG+qVRb4t8oiShieToERulX\nzBG3uirLOMMWroEtxspqQp8Zqo+N4fdMTHw3Gka0Sy7PXqBsSdv1ZO5Vvq1znqOjr70f/utZ82h9\nfSKCpgQwY7cb8dNvvsIf/nSP/cjIVK0amFaIFhArhmzcipvE2I8DtFjh5TET7m5GfHW3w6ebAfuc\nMGayEHdK9g8RNEVgqu2Z17kd2enUCrPIRdU1GZsU1QHBWqslyHFgMxLdzDlDCUVsdVbPvIWWpl9N\nEIo0V7GgQlkMFHZeiRBc0AooK5IAg1osCJUQzpZtXAOpSEaDH9RwIRWLsi2qGMnLJ4qiEqHCNJWB\nGaCMqgpWoDBAokiwfoOy5zsFzIlkZoYFDRIgxlFRneWCaVuAOpW/vX8NVCXGQnjSzo/ltXn82IL4\nHgTJuxAYfecBp6rXWsPY4lRcq66thc9T77NvIuquxfmFWyRkxujsyG/ub/H111/h7maPgdXpXBK5\ncUFOLGKGcR7ygFIFysA4DLjZ73Bzs2sJdSxxsHE6MpGr6S7MUmq5N6FL4dY8HWq4Qbj1IvtULI42\n6YEY7EHJTh4tSkBT5+d34DiAVK/eVlHrNOfsjHcm2ujZxNRIW6YBWRlDuz/1ILI+NZ4JBYg2jAE0\nR+mmxMgAUjFOBcCglAFK7qURSzrMVoe14TKtEr3lKiUXGM2T0lVGW4yDR4eO4VznFqUfa3u3JsnW\nar517LkX8Zg0fjFOh3+NCWkRnDvc3N3h7vYG39zf4v72DuPAGCDGW/C0cVUrRCYwBBnaGJnGUjR1\nexysMvk4WB7QIZnXITNb3kuK4Db16uThTkyrvuk+65IXEBpKDGxmRoKTv2h2q0aOTStVmBwAlSYk\nVCtqKZgmI1NFdXkVwzNEYcdAoUWacNOI/+BOW+KoJTuHBKgKSOdCUObWtX5ShmlMhJauLyW2cgql\nc4vSDGaaKRamh2kN4mBqL+w2evDE2rAMazMRjWh2A8/7nDevz43j9yZo3p2G8ZiAOGeyXDr+Je5v\nq7EnoIiJFjEiNze3+PTpHve3N8aXyOwZshhDNs8JSDFVxbEaOAf7ycLDAdRaoGLBZwObep3IeAZD\nlEn0SWQApcxp/DqtYBa8cc+mii8EQfJ0dTS/C6OLzU1kLsXIiZBSBrLTvAM0rFZqMSVCKal5U47T\nBPUyjOGRKGWekCqRzj8mqP2z+7N7jwkM8kTCwgBb5nUBewnGucYJe8o+gQOz/rwiRqgTES+4tPJy\nqJlrEAEJGoZh29blFlYTWp+2EJ3b9609IZfauxAYW21LDdySyJfsv2uFyFPMGtN+bP+UEoiX9xQr\nI8RX3lIwqSAnIGeGVls1q1YcyxHHhwdLszdkjz4FGMZPIHG7PSVP6puMlJRMAAU4GRMgNdfonAUr\n7tnuKzSY3IRcCAykuTCPakV1+vTq6RFZsGP1nAlOIYwCdO20E44EN16prdQWwRvgpmiQqiylX2Tq\ntkTIZOkA3KyoDtDmPFiOjpzsnG7apURe5c09JUTmxXJcQdwsO9YCgD2JsJeOjFIKEgCv1aaNfl1i\nD6vuITMFm5bseMd6nF0z5t6bZhHtXQiMS+bH1n6PtedK58dwjS3Xb6yKRHMhn+PxaANUCmgaUBmQ\nIQG7jJJ80LoJIaLImZwqbjY6xMoKZjIi15DNBMjJyxKSIjJmW44LcS+J2/UeJ4IAfgE3gwzaELNJ\nnFDtIe+miDsWYatvMCHb4MacT0JVrb6rcx+bsKTUhMc0TY5XWHg6nFshFKn7c6u0BgddS/GKaWJJ\niCkATT8noYI0At/YTRB2MqdrFy4wis6aC60MClVtPIzg2zTtqmk886QO9/L88jdHCPoK0osrfqHW\n8V7amxcyusaW23K3rrc91i55X65pW8c396NaRulgQB6PE1IiHAnIWkGkyDJgRwrKJjA4m1kx7Ebs\nhoxxMOxei0CKrXBMc3q6wXkdHMg7SdNugjAtVU4AtmAyRjZpy8uxeh6vsxrCYs7+1Wt28wRoK6ha\ndrCYI0S2T5wj0uBFIWYiy3YlZMBpkJ5KsbIFfS0UcTp93IOINsFC7EWR/N5Vo9q8NA0IsChhQZhj\nnWbUBIDl+gAIxXIEmqDoMpcD7ICFAcOnOMRcPKpvbXxfGD/Pac8B61+yvYtizOvf+/YUhPmSdH5u\nJ69VR9U5Gaw9w2zLNpeqml9/miZMWrHfDYi6HOGeVRHLZ5mSkZTEzjdNFcfDBKgiccYwjC2nRXgD\nECUMOrW+9ZV7D8IdGeCFIghQMybge4DIzILaxVhUFV/950lMQBMCvgQbl0TUsRy08PGZGct+7m4S\nKkCUsGRQRh/2JRnCrJpXf6iZHkoEC/CLbVHMyMyS6s9oGcRMIJRqGc2mqSActuIT3jwls3CqddZO\nkLi7Tx9f0XkA5lijteC4PgfttWbzW7d3YZKca1v8iPfScX2LpLJRwTxYlJaHkzGMCfv9HvvdiMQ6\nYw+YV7NJFUkY0AmllGb7Zwc4ichju5YAb6SRC3PDxZrhFh0gC8Bpz+ZGaFm83OOQ/dwmSGJizeHr\ndj47j/1ezCUppYWOExl2E8QrawFFolURqyqoVWfNokS+TQuOcy6Y5xMlLPV/8mLMIRJNwxPorBUF\nr0RdALpAmKrgWAsmKS5IxFidBMcv0FLztfR8LnhOoktpaxKvMZ/3iUN8SXu3AuMaMOg9CI/eTRdC\nw/75Spksvd1uv8Pd7R4ExfF4xHGaELVKUSuoKpIWQAoOx4Ld4FW6clqgawG4SgxsmbN8h40dJkRo\ncWb7cyc8eLEtR5AW5j4tUjEMGaUMDfxMbt4cj0ccDgfUyC1RuZkLEEJLaixehxXaNIFolj/DEg+X\nqXhfhIaRXKOZgUbjgxiHgoOFGWzLEBQBaKqgKiw/qggqjMFaxBIbl+r3Fs4POHSk0u67CWLPlfrW\nY+29gKDvVmA8x0f9Fi917a2xQSYQZVS1lboUQ+HH3R7JJ3ypFWXykoFVwImsqI7YMcOQwTkjp2Fe\n+Z0gFit+FWl5I6DU2ctALzCaN6R5TrjdM3tUZwilJhy8AhqAxqcITceVFMiQjLsQZRhVWuWyPoy8\n1MAg1JMNO1QqalXla+xvZDgATusOgQGoVqQEgMWCx8A2kTvSGeCahoppCyr+HbM3BmreEz+39RPD\ndJJIlhNsztajm16Nl8QTtkzx99jencDYEhTnXFDvQ+p35oFPklKqZWtSQhbgmAxMy8OIXbYV8+F4\nhB4n1CJgVcPWlOBzDiDLpZmHEREjIiBIxER4KUCN5Lg0B4kBdNJ30NkFCpym4if74hiFqeLM3Bid\ncZ4gTCVPA6gQaLIQ/abCd8BlrRVcjGlZi5cwQNSdNa6rKhwzmD0UkSovwNoQeBCr18JAq9putgk1\nc02qeVGM3u5MVrZjmzYW6QNUzd3quAiYm0CEBtB6eRwu23pMvs+J/9z27gRG395aIDzWYrUF5nuN\nv14YvKm2nBJ2+x1udwMUiu8+P0DlwUv1GbNTq/ggt9iPSI2XOHktDyD3hY9AQArgklaFhmchZiUC\ndcHNCO2ieQJCE7Ec/82ECBq5lTyQtt8MTKIJu3jwSrNJYhhGBaozGtQ8HMy144ZYSLw6kGr3YOac\nuWMBJrEaLlQgmqx+q1PHiWGuZPIyCqooob0QPBWgIQzV+1Ghvr9rZMyIem6k5AnAZ8/Kkn+xFLbn\n65VeJyyuGefvxRS/Jk/Yfw3gdwD8H91vPwXwtwH83wD+FoBvum3/IYB/AOA3AfyZp95Q/3Leu8CI\ntlD7G72ZQZzAyQHQCC3f32C321tYuQNqAmM7NvISAOKEPIzIw+irPi1BTv+8uH6yScaJW8q7SIdX\nRdDt2IoAACAASURBVFCktn9m5wfb0fJDGAdi8lIAzhrtU9mlZXUwEzBL/KbfHpm5QhC09yq66K8A\ni+NffF9gQS4MuYG2cf0uEVOnVZnHRxo20kw4v6clsBkYiT1P/xyLZ11rbX8A2zUaxn8D4D8H8N92\nv/0GTGD8FQC/7t9/A8C/AeDf879/HMDfAfCv4ZGS0b30PPd53S69tOfZf8EVmAOT/EqLvSzQjPxz\nVAJzUBEJLQJSGVUASQpNCs4V+x3j023GTvf4nDO+BwBO+L5OqCOBh4yJKkYasL+7w6dxjzsl5DKh\ncoGOGdNQMUkBSJE5WXg4J/CQIRAcy9Fo1+22CVw9CzkxsueuYPEaHMoAxhkTEIKyuRpVCaTZqo+l\ncAsbSYzYXKkWywLUUhoD08oRWvKfqoY5HMuEqZg7s2jFsUw4yBGVKzQrKrzC287zgbTJ6aDjJCiH\nA6aiqFOCVgBenzYsw1qm2Z09VSgnKCqkGjuDi4CLIgkh8QAhq8p2PBZMLlzE8ZIYY6GBdfJoMSxs\ne7owHq8TLo+N2TWJ7Joq7AuS3RPoCZfaNQLjfwHwJ1e//VkAf8o//1UAfxcmMP4cgL8GYALwWwD+\nIYBfA/C/fvGd/oDt2hUkmJD9atyvogogci2guQ0zsNthHHemObhLsdbaMl1Ftu48ROk+gnr+isXA\n9RoetRQwGKUeIQIUT16jCK+DILOgglBJLVgrMaAJwglVJkQiGgvtdh6Fr+bcwMHwemCxuvcZZ05N\nHvOIFHefitr5mdnyWJBXdrN6SEgpd0LbhYXYPzvfnPxG1NmrzItrN81NYfiKA599hG2vLUhwM8Ir\nshoH10y0p7r83yuo+Vh7Lobxc5iZAv/7c//8L2EpHP4xTNP44vYWHIzHkOt+e+AF8ZfFCgBLEct7\nKVbAaLfbI4sFqXHi2f1YfdV2QNDC2dPyejIHakHVYi5UUUCgJFApXi9EPCbC+RZUjP7tqfgzW5Lh\nIbvK70WWhzwCCC8MIQ1mSlnhIlvtLWjMUIAAWSNtnzqHA+7xmKaK6TDheLDUfVo9iU4TDoKsgHhK\nAJBlK7cWAWWezEaAzBXJsQ+r4+IYEXr25pxO0Pwe1HgWPcnNutC9TRqlD5aej6dO6mtYyz/29hKg\nZ+iql7Y/ub1VZ8eA6UHMc96atcBowiLARJmroqsoMjP2w4ipkNUHBXnOBWNLUhVPXssYdzZRI2IT\nsPwR5O5TFYEUNfaiKoQtoY0FVnmshSXlhyhwPBwg1aJfcyKvjmYmVqaEIY+tolmtgpQydjeWMDil\nZBXTQc19alrTLCAjozjaij3hcDjg4eGAaSpe+tFqwLKGV8X6juBVz8i0KOtQY6uqAAwxg88FS0rm\nqlWqqEagsNR/NMedRH5OeDSv1PDAuBBRNLp5pCTs3+1LtWvP92PBRZ4rMH4HwB8F8E8B/DEAv+u/\n/xMAf6Lb71/2305aKaV15pydebv90MKjFxbXUHZDwPRCQ6qXHYBYESGP80gpQ1IFOyEpkrcYhO+Z\nw0evij6OLjAc0XfXpfr562QkpAqgUkEtNnFKqahVIWQ4ylQqDg8PKLV66j/PJyEWVj+yVTcbcrZJ\nC0vmc1fuAKAFvlklNYYqzyzK9rwm9KQWTIcjHg4PODwc8PDw4Fm5rL+K1y45VrvPInNFtz6ZDzUv\njXiSG9NazIXiwsTdsKKmzVlBZxM8cxJhalGowEzxElO4mhBBe+en7/gp4++9AaPt+fAynJHnCoy/\nCeAvAvjL/vdvdL//9wD+M5gp8q8C+HubF85ziDXwNHvxh2hr7SHalvYRWkWYF7ZKW0p8VZ+8TpeO\n42N1M1KUBT6Jmjmy31vNkCFbzRJV+MpLbaUsU0E9GsVZwdAUZX6AFkSlRhD7/HDA4Tg1Gz4xmTZS\nJxAR9nnAbiiGm3Dy1Z5wOBwwDNnyiCYGDdmwGLIs5ZMYU3M2q2xyf/78gIfPn/H582c8PBygTmUw\nbAGoUnEInKEJjGR5UBuGYVjHNBWUaZpdzuFN0rk0gBBguSoY7mNtrE+IomLO9gXnqUDh3qnZ/XvN\nWLi2vRfBwWxjIeaaSH38oAvtGoHx12AA5x8C8I8A/EcA/lMAfx3AX4KBm3/e9/37/vvfB1AA/Pt4\npknyFm3N3Ltkj/ZaRezbCwxVK6ZcVSCey8EQRZv0kWxGxFieMaGGnHBzs8fNfochD43rQWHfk5cQ\ntKuClaAOTColY4qSRXSSWnmEUt08cZZphRGehIx8xXlAyiPyOGI3WDnEKLuoqpiOR0w5o4/4rE7p\nnso0p7ITM0eO04TDoeA4CQ5H2yaqXsHdQMuDYw/WfwTOURfW3NDMCRrxLFOxPocFlUUsSnVOShWC\nshdC6oLQVT1nRwS+AaZBdU6GIq59qKEy/cL1EovYtQLjvSyUj7VrBMZfOPP7nz7z+3/i/57ctoDN\nrY58Lal97Us7JzyAmUZNRKjMOJQDcHPXNIXEFoZepmorb7UgqLxLQLKUfDe7vdcToYDtkIlRPQx9\nTBlp2CEJo7LZ6gJFAWM6PuA4FTvKVxewJd8ZEOnnJg8/Z+zGEV/tb7CPgDkmjOOIXR4sx4QGe/UI\neOIdEfGJPOE4HY3ZSgSpguk44eFYcCgW7CVgCBGmUvD98YjDwwHHacL3kyXTKdXLK+aM3W7XKsUz\nJ7AHjdWpwMDgZNyS6rEhniJQPCeIaVfh7wQi2jXAYWnu2sA5iqUnaBjIRlQqLo+357j+r3Fzrhev\nx35/7NrXHvdYe9dMz3PttT0m5zp2Cz1fayShadhAhZUDA8CUGwHJdzagM1btWkFerHk3WvHihjO4\nOZIicS8IaSQMlCFV8Hk6Yjoe8e3nB3z+/IDDVAFOQMr4vX/xC/z27/6ztnpOXr2MiHB7s8en+zv8\nYrfH3c0Nvv50j0+fPmGkEDaGw7SsWR0ha65+VlCKPWOtiuloHIhjMWGBNABsdUYqMSYABxFUd9VW\nEudARApAAKUiM0Bk+I/lzlBzDYviME0zNT6C5uBYhQJAMswHkePCwFNVNYzDQBLT9pzgRRcwtKe0\nLU/acybqe9U43pXAeEwIvJag6EGhSy61Lc1ibau2UPDElv3bf+c0T7j+XBJ1L2oFJVPLrbJ7Qmqe\nAq8hmgYQCagIkCpEzCx4+P4Bv/jul/jn3x1wOB5RKrC/vcM4jBAR/PIXv8SxVEwiOB6tUlnKCV9/\n9ckEiWcJCwEg5Svo7d5qtuYEToScrWSj3XM9cSOrwiqYHQsOU8Vhqs4uNT7EoRpuUThBU0baWRby\nQQTH4oSvlFDBmI4Thmx8FHCCsJlAhzKhTsWqrKmA2UwmQUSmBqYxez0sKjYwD7P7yN/TJBWBxzJ9\nucDYGh9bv7/kNS7tt/bw/YHSMPoOeGmhMaup5zv0GgHS31f1fAuBP5g7cEDwQgdOGNNgBXpqAYSR\nKGGXM0ZOyGTMS1JTFhjJ3bWex6EUTA8HfP7+AQ+HByMzTcWOaSHhNOfpUIJ4sJeoVS8bxz12uz3G\n3R6qgl9+9x3KNFmy3noPudmBdjuMeS5JYJm8s+cznSnTpRQcDhO+PxxxeJjw+XhEFcWxVhxLNa1A\nPFBtHDHsRozDYIWmVVHLrLUQMihny+CtFQXAJOZVQXXPCsh5FsGp6JPVhDAWqBrJqwIQsrypRQSH\n4xHH49FA4PR0YfElpvIPTfJ6SYH1pgIjBlsPHK6393/X216205eSeMsGvLYFkAcFKBnICLbK5REg\nlnPGOI7I2bJrMzx/Z0rIbHkyoWiBZeG5gJOLqgOCIhVDzri/v8c3P/s5lAhThdHSmXEoFT/96U9x\nLIKH6WhZvMYjbm9v8ZOf/hQ/+eYbDMx4+P47HB6OSExz7IkXNepLC4ZpFXVKikgrh/j958/45Xef\n8fAw4fuHA757OOBhKniYjjiUYpGgiTGVgsPhgHEccXt3i7v7e+x2O6RhRMZudnGWavkyoKhs/Wie\nJ8tdwV6YyYosWXJlcqFZxYQQGC0NgJJpH6UUPDwccDgcAVjawFIep1q3kbJhkm654tfj+ymek+dO\n8vX1Xtr7+KPRMIDXxC50s5OfosatVb+o18sccRYCjgrquxvsd3vc7ve4v72DPpgtP+SMva+8Vr3d\ntIU5D4VpKpQUmgpyHowBuduBh4xxfwdKGUUIh6lgEsUkwM+nim+/+4zvPj+AwBinI+7u7nB/d4f9\nfo86HTGVgs8PD0gw3obCM433fJFSIGnWNoZsVcUmnlBKxefPD/j22+/w/ecDvv18wLefH/BQCg4+\n6fM4gDTh4eEB3/7yW1SpLjTuMO52GIaM/W6P/Tha+kLX+vJuB04JVRXi7uHiZSKJEygRchogJCCe\nIO5Otghbp5ere1LcazSVglKsoBKvGLWL9+ru10u41tYis+Vh+5Kxe857d+meXurafftRCYxozxEc\nl/Y/R2x5TFisBcoC0/A4DiLFVIvFe7CtZvef7vH111/j93//X+An00+gv1B8P32P3TDiZr/Hfrez\nkgLk2EWErZPlcEhZkPZ7DJxRpwpNjDwOSMMe4AwBYe/Erd3tHW7u7/F7v/8LfPv9Z9zf3+M4HbHb\n7XF/d4s8ZDwUc1tySsjZ41i8eLN9Ti09H3TWeDglUCnG93CB89133+Pb777HLz8/4LvD0bwlUHCc\nazciA5Bvf4nvDw/47uEzvnv4DMDyhd7f3+PT/b0FyzG3PkmcQCkZGLt6R5bZLHkgHEMdlK0ifTpO\nwzuccDZjTm7qnOFhqOpZisYlIfKYCfsl7tYwoR877jVo6u9KYGypTz8cWhwjK15GdPYz1UdWcCZU\neHg5EQ5Hwwdudzv87KuvcPxDP8VuYCRW/H+/VNzs97jb3WKfh7ayWwo/BU/SUv5JGiCckIYBSYAE\nT8473gJkafOSEoQYw26Pu/uv8On+K3x+MC9KOR6hUt1ZoHhQxSgVx9sb3Nzs8dU3X+H2q3sMu9G8\nB14UyCqSWZ8QC1SrEapqxTSJYRgPB3x/mHCYBKUSjkUxqeB2zLjd3WF/c4Mx7zFNAkHG8Xgw0HI6\ngkrFfm/cjkmOqFMBA7jd3+Du5raFv2NnWAZRFCtSGAlfUdlyZ1WtKKhGHyegqNV6EbF8GFYESVs2\nsCh3GU1jCPDM67hkijz22yVX/Hbb1nKv0Xpf04P4rgTGY+1LOuK6Y3vJ3eg/T74WkSfWZQapZa0+\nfD7gF7/4Fg8/O+D+bsTX95+AP/JHsL/ZIe0Sxt8fwTcZ+/3eoklFTdg4v0FdkwAxkBJosMxYLITB\nIFHUNAduGYHJ4lKGMWEYxoZ7TA+f8fn773B4eIDWih0RbncDBMD4/7P37rCWLcua1heZOcacc73r\nsWs/zrl9L6BuJHAaBxcsJCyEhXBwMJCQsLCwQCDhgYOBgxoJg5YwwcXDQQgJAwla3Ka7dW9f3T7n\n3P2oWo855xiZGRgRmWOsVWtV1d5V+9S+p8mtudequeZjPDIjI/7444/NyOn5KbvTjTUzLk0sV5vO\nTr8u1gKxLgpXXiIuIZLGwBgqVSJSinkuMTEmY4OcbE+Zp5kggVIyVOutut1sGIcBzYV8OHJ7t2e6\n3VNOJ85PT9mOAzKMiBSX2xNnbBaKQms10CpU0WoK4yx8lZYVCd6u4K1FyUIIBbyf64enSz9N6PzU\n+z9MJ+bn8C7gr5nB+DnHp7yoqkokIBpIRMiV19+/5vvvvmf/1VfU3Sm70xNCCqSTLZuLE85enHM3\nT2y3G+vCVYsDl9F+V3tOi0IUgrjAjDovw5WmAJYWA7WxPFA1wtcQhKNWpsPeO7PNpnQ+DoQUGTcj\n43Zj9HEX1kELqrFzGdpYupUp6ju1IIzDhjQGTkK0VG4pxGTGcDMOjEOkFOu6fjfeMU0HpnlgGCOX\np6ecn18gtXA3DLypynQ4kg9H8jBQk1HHY3R8QRrQKFZmr65epsbw1NKx4l7jY5qggNzvTLZMhrfn\nxtp7WGMWn4Mv8XZHumX82LD6x45/agzG7+PG3rPqVZFckGAl6dfXb3j9+g3H40ypym6bQHYUVcbT\nDSfPzvj+5jV44yMtxVzosFDDbRUsGEKMCVGQ6nPctRyEYBoU1fqGKFYXMrfisTzjiru98lVEvKdI\nK24T0ELQJu1nUnmd+l4FNDjt3QxUV94KIzIMjNud8SiwBbvZDAyjeTInw458ce4K5AfmeSIEYRyi\nMT4lcDFu2YXEm+9fU6aJ+W7PpF4KHy1UChiuEUKkaKHpomoN1mgZ7yviBqVky+iUbvweCRkeGown\n7vXnIld9aJblx4YyHzL+qTEYHzI+xQXtOEwVNBdqBCLkqbK/O3I8ZiQkhnELTAzDYFTsYQMD3Lz+\nAarxBhLBaqmiE778EcRaEraF3FKNKdm/FSFEJTiZSYH5aGzS1uQ5xcDJdgtausJ5g3EEq5qNthwZ\ngjAMqRuKLpzjPFUDeCNDTAxpRMWM2WYYiePQyV0xDWzGDTEExtNkTaDVeqWWbD1Qsle7NmSC7Snx\nrHK42zs/pFDFQq0YzCtSEYoEcgUXAjOGqpFpiRIZROwcaUSz5Rw+dAF+CN365+QLrb/jY/7+MeP/\nNxg+PvYivz2ZoPX/qCJMpfLm5obX19fkWknDaKh+hCoZTcpxGLltQjSKCdFCI2PYJHR+h/Oi+/Pd\nkLiwblWI3n5QAd0YhqGlUGpgkxKDdytTLGWZndsQk+t0YjjM6M2gg1iYUitQ3fWvbkRchCfFSNVA\nDIJoJXj5ObUitRC1MkhgIyYRmOIAjNRamOcjx+ORCYyRWmeGAKfbLds0oNXEgojW3DmkhLgHc3RS\nF7Ui2oSGrahtHAaIiTKZZqmIdMq7KtxT2RKW9qi/0PEuKYinxh9kluTnHD/9gn0I4Wsd39qzRasp\nUYuVgR+mzLev3/C7775nP01IiGy3kZOw5TjdMpUDG0DybAVRK0CvaCVosc5o0QWDs2ELLdUq3pC4\nNQISNS3RdlzbzcaqY0uhxEAOilbjeBASRcWITdTeQS2sU81eft9K+Y3UVZZeIrqkOB1YMLp7qiR3\njhIWqmm2qtVUAtXbGqi3ZAxaScGu31wLUYTtZoSNtXosBKsfaR6OwJStVD/nCS3ZDJUoMQppSGy2\nI8SBSdeKXutCNEXfc5sf8xZ+XtDz6fGhc/nnOIZflMF4F/nlQ9+/Hg8Zd0+Nd3/P0+9bPnMdBzfg\nMZjEvY9DyfzV6zf89ocfuJsyFSNFbYbAmOBwUO5qZVCTx69UNLo4TKd8es2DYuCdyVEZ2VwqJkK8\n9kCWow+0DIeVlY9DIoaRFAJEo2EvNRmFWrKFJhi2Ub0iVRXmnJmn7EBn61g/OxM0EJIpmAcxoxND\ncJ2NQNQKpVJ0RrMwt2PSpe6mSfMNKWGN37wOB6F6aKHO5sy1Qs3UPFHLhGrG2pdkgijjELk4P2VW\n4faYOwdDxAvPHpHC0LefujdP3ocNPJzDPxYgffiyn4I/fMw6etf4jM2Y1w1sG3HqPrXWXmc/l0X/\n48gyDz/vU47H8vLtZ5XQu2yJ2MK4PU58f33N65sbDvPMGEbyNLMdAhoSsUB0ncruZUDXcUACUQJV\nA7hGr3UZbaGK6VEI/hmrJspBcFTABHTSsGEcEikEKhbCZC2ejsz+2ZacRY1eHXwp5Vwp2YriSqnM\n01K8JmIUeGkNgXBjFTBJQFqvEgckq1m1dmft+wsxChIS4JWyDW/whZ5zxpoxZygz1EygEKSyHYIJ\n/kRhux24OD/h5mANrrOX1bdFnEvpuh/9XuqS1BTnYnwIc/PxedayKvdDn4fz533jpxiAxwzXx47P\n6GGsiVHLoxmNR9+hT6TBHn3th9zMZXxqoKiiqIODRayuY0b57vqGf/QXf8kff/0rzl59YZTqeULL\nRFDLWDTMAjGKeVOWEtemoPUKEV+OoZVwe81EqyL1niP32ZAArQ9IdKxBLFSoxh9pV8KSMpY29c5B\nfv3N0zDlr7IoghdPw1rBCyEoIVRiEmNuRgsJ7PPbItUlC2TfSinRsJLGr0cWIhVQvafSTEW0IqJu\njCCJsNuMXF6cUUJk2J2QUgCautkSpr1vM3kflvH+FGZdff7qBD7D+IPGMJ6OAVsbvcdP/lMQu97l\nXj52nO/8TFxrUo3ANAPfvb7mH/z5n/E3/+SPefX8GVsq03GiTLceZmg3GOphgq3XinjLAtFClABi\ni6VJ4FlfkKVnaMvXV+cbhCBITEY39xQo4DUrFga0uhUnLrj2pbpClWlvihPDWguFPJsmhlZrY4gG\nJIIEe32KwYyTNwgCnOexbBrNUCm44rlHVxr8UHxxO1NTRKz1YTWgE1XEqeBjGLg4P0NjQoYNAPPR\nyvpbuGOmylsXiOEzT/uvT493z5cP3+B+jvFz0MN/kQYD7p/sj1nET3snH546+1SgkvjkLFqZVUgE\nXu9v+Ivf/IY/+8u/5NdfvuKLsx2lZA77O+b5aCXgjaYsBup17cpqHc1DFYoWrMFOhMbwrNaASIJr\newRZBTVLd6/2TOucVnMrFLfRWgbWqtb3tQre28jwBPcyWmiQc3aNjGUHXzwHiNENR1o0QYZgixRd\njq/xIoI0WSE3FgpF1PRFHm776sdbradqzUqVyiYNMG4gDdxNE4f9nuk4LffMdp4H3s2H3+enNrUf\nU+z1qStJHxv/VBG33gZB3waElr99vLv3MH/+MRc7tLUgukxmUQ5T5rvXb/iHf/bnfPXiOcOf/Jpd\nUCZVDmUmazVcIkgPS4pqxx9svVTv/VEJ1aiMIRpuEKItUDv2uDATVxWvBhjWLqQr1QhailpoYrGI\nhzUQVziSeQjGLS1ZuyJWE9UxKMUNl5jnQtMYDYolKez54KGL6vJT1bI0QaLhP03Y2F8rFQuh/BFa\nx7lKzwJJCMQ0IGGgqHDYH7i7O7gcQAXHl1pK+sfe50+9CD8nCezHjl+cwfhYN+pjXbD1zfsYIySo\nMygbmcjVvinc3N3yj/7xn/Hq+SWvXlyyfXHJ7uyU43xHCUJ0bkMHPPuxYQChT/Lgu7E0XYi4tGxY\n5+rVLW3rl2JSdrWnQjvDE0VZurWLgFRz3Zu8f2uDuO7OXjyz4t/mPysWlzSep1dy+Heqd4NbjEXt\nRkrBhI1DsBSv2PUEN3Q9nWu4lqphGlRnfsZEGEYT3pkz+7sD+/3ewyZMMtAvZiUgj3kKT9z6x4Du\n9fg506kfO/5gQ5J3YRiP//vjF/i9T/1Ao/NOfAPc0xbb0VSYfcHvc+a33//AX/zut3x3c82LF+fs\nTnaE/ZbqoKCKYDu5/Qd4ysFUwo0Bum5G7AVV7mk0V8zgEH9eHKj0mouWZUFMILe656ENE7CzdPBT\n37r6bUevNXs4hB+tLket5nFoFfc8pF28nkpt4Gf7BlX1TEUDNlZhS1VKMek9C9O8SZHat6c0IuOW\nkEYX6pk57I/kqXQqvJ+Q4zJu2Jez7YdoRkOXY37PeDgfDMD/oLf+rOMPpvjsxwCKfVI9iVG8vdA/\nxtX7Mcbn0Z0GQFpngUgBsoJG6xMYDnf8+be/4x/85V8wbCNfPL9kDpEjiTGYlgVOAY9WymbnFBRJ\noBE0KZKUILbFSogdzGx6m0rrRt4IS5UoCbBubBKCtR0wGIDqv4iDnV1Vm4oGCCV66b1L4JWMFv+s\nhtdq8HoOq7StuVADBoZ6mrY2YLfdt+7h2OIXNXBX/EKqmmEqFXIxMFYkUqkcS+ZYMllAhsSw2aAx\nUefCzc0dtzd7SjbW6SB2H5JnegSgVAuB+g1dE7nMYDzkXnzgzLgXQj+VGv0QDOXH4mqPHe8frIfx\nU8fDC/s+9/Gpz/jQ16/j3yeBMRHf8d3Fx/Qv92Xm22+/4+/9P3/KdPeGP/r6S85Ots6/WNKJgHsR\nreEwPUXaj1G0exn9KWl9U0wEdzneBo2s+qp42qC6DqmfEK0GRL0K1bQxC1WWcKQ1MtJGvnIwVGpr\nVOSZjrrsthZOLXt345H041E8ayHuoXiLxlq6d1G8TiZn64Myz5lSlSFE0jCSxfRHbu/23O0PzLmV\nrfoiFvfdJHo25ilP4vH7+/vEHH7Mdz3kA33q8YszGO9izr0vW/LY3z8FHvHUWIOIj4ZR7lp3tNY9\na1XzPF5fX/Onf///5fV3v+Wvfvcb/uibr7k6P2GMozGtvGN78+1VK0XN5Y8C2rkFVmCFA4zg0nOI\nLy4zAtZVrO16zWOza9MEeEv2PqmsOpPpIizcvm/poF4Xw/lgVzOVsbRq1wcgvXO7v5JaC7UYzoN4\nwyW150U9XPJWBLWKd41rbRK1p3erGtlLJDBNmTdvrnn95prDlI3TYRbbjJUX6eFhj3Wrb9fl3l1+\n9N5/WNbt7fn52Fx+F+nw4fvf9/0/tyH7xRkMeNoFe2zxryfi+u8PF/FPNRjvugGPEXfWaTs7Dqzf\nBjb1CoUkQBDupon5MLG/u2Z/e03Vyvaf/We42G4QiW4sxLkJlaJKFEU0IbXQ6kdUzYMxTMBhE5pX\n0wyDVYW2gqv2nKrRq+c8M3u/j3APW3CR3WD6G5aNqD0r0kvaYzRAsrVNxNoRhGgq4+07G1gbY2yU\nLKd7OzdMCxIgV5BaO+6htXroE6wnqxfWGU9FvBYmQAhMpfDm7o7vr2+42e+ZnU3qJS/2UOsg1+YO\nmMFqocjPVYD21Lz+MdSB9p6PTev+lPGLNBjr8S5exdoYPGWhf06L+y42qTT6sxqXQYv3AEWJyXa3\n7Dvvfq68vttzezi4tL7vc9Xk9izP4OCcClpN0MayDoL5K86OrG3SuIkSy55oVayZsy9AP1YLLe4r\ng9tSdhBTrIHS4O0LKULW7CnWpY1BD3GqNYd2Qup9sRcNjnOIZY7c21GWRROCJUrRwkT1nqjOYnWv\nomSjoxetRlOvUAmoBOaizHcHXl/fcLO/4+jNqu2M7Jr4rHEjVlBdskp9tnzAtPmw+fV+nO6pz3jX\n8z+G5/Epxy/CYDxG0X3s30+7YY9/7k81Fp+EuBXE03yAmgx+0eJGwIA3l8ekBNA4UCSgNEBx8PS9\n0AAAIABJREFUaQdYk1VoqleUWlVpcbUKHGto3oO57W0BNryi4s2f89vYS8m1u/wt7SqOi5g6+MCQ\nRkSEoi4YHCzz0pooSwg9yxLdKzJjdk+F10MN293Xi9ScLuOTWARlKdBaCtU9jFoMw2ip16LCnK0R\nUhWhVuFuP/HmcOB3333P9e2ebJKobpRaFgdUxNiytCX9/nv+qXGMJ0PZn/AZTx3Pp940fxEG40PH\n0xf2bTdsfRE/9Ib8VM7HU25m4z30BaqRSjFjoEr0FoIp26TORTnOxZiN3uW8VCcuiZh6l1iRGDWY\nHIYKQc0IBZqAxtrzCt2gqsf762NbHh4gtDDKw4eUEsOQSNFaDFZvi6iqfYF3gR8fVZZrEsS1MiSa\n11WXArKAAcKqwQ2GM1GrN19ux+bENy3maahgCuI1e3c1qFjNzu008cP1NT+8uWZ/zGQFrEc1xjtp\nC0g/xInADN7iba3v+6cYT82h94UcH5JZeeiBf4rj/kUYjPWNeMpKPuZhPHaRH3vvh46fao0fs/JN\nNyK0/dNxT6pRxTUJWoQhKrlifUQySEiW2gxiOyutetU7dHVJqdo/UFGs6r0QJN7LlABOrlqRptou\n/0CmLkhEEs72XHdti6QUzfOJEcQp1sGOc/FmvEYlLeBqCHEJW1xF2K7Lyqi4p9E8HDt2I4pp44e4\nB+R8L8vGSLA0a1XzNCrc7g9c3+3N8MJS7e/exXpOWPNEce/Due99NL/n7fFJPNAnXvvQKL1vTr/P\nq/hYDO/h+EUYjHeNd4Uin3usb+q7rLhUBw8FJ0hZyFFFCYpVsyIWfxejLotYQ2HEd2QvDrO+zBaW\nOLEbqIgsNHDTxw79GBuOIGI7ehPuLaU6rVt7NzawNoy1FEKAlFIvGmsGx0/Kzqk1aW4VtA6CNgNi\nGp9pUQNrsoICxhqVfnzaMkgNWC3an7PFG93DquRamEsmu9DOYZ65nWZrnnScraerX/RlUT0kn7lU\nHy3DsxjP39d4uPg/RQjxqT7nsfHZDMZTbvxDReRfqrGA94c7qtp3NYsUZCEi+eSsquQC81yZ58w8\nF1sg4oswLNkSCbra+Na6Eu4RuCSglYIvWZriKjGxM0ADRoSylGsulnGxhW6d1UC9yjQRo/UDqVW7\nt2CGIfTfm7FY/3xwtexvEggs9HXpa7V27KYUdbW99tMf6l3gtXAsM8d5ZsqZKWfuDgfe3O25Phw5\nzpNrlDYOzKrHi5vY5b5ZWikQVubk92s03jWe8hbeZQze54F8zPhFehiPp00//cl/7Hgqf25/9J8V\npx578Vf/g5WnV2xRNGNhqL8tcAlLpy9V8xtE1VmQLZMhhFqsJsJDCK3r69d2aPUMivbnLetQjXtB\n6WGUeNXp4kHRF9xDj696H1Zthn51TXqK1TVK2zVouqMSPGATZ3IWMxYtG5KLqXwXN3rZldAtDWw9\nW6dsRmN/PHBzd8d+npkLXamcBsBiQCf9uq2HrjYqN6j+PN2D+3nm3sM59Ngm9NR6aK9fP/9YC4I/\nCNDzMSv5EKj5pY935c5tjZpWRVA1LMPgeYubtb2nxeiercil10XgnkUvFisQU3tP7V9UVSgIggGT\n2vGUVjCGF7PpylD4oszFBHdzBiw0GZOlUWPfmT2b4qrjveCsk72yZ1aE4F5JD4UctLQzWrwPVRf/\nEU8ZIw72WqalG4jsjM7WD9UxoFwy0zxzLDNzMeNxOE5MxfJHDfdpjaRqw1zEgOJ2O/xKc6/Opfsa\njj2Fd2MKHzMe23TeZzTWr3ts/Jxr57PXkrwL1PmUN+lDXbhPMZbjbxRnP4aVfwFCgxrEXzxNM8fD\nRM6lL0AR6SGHgX22GHAadyQYr6OVbVerOIXW1rDVa+CKXc27sFRqyYXjcWKap07sKmOijhvDIHIg\nh4CG2A1Gzqa+Pc/TPf5Gu84iESgOZi47oPEprB6mGa92fC0l2zqozcU4FnMplOIp5uwcD8cwmhBx\n6zQ/l9qEwToWIuJVsyziS4pnb/x4qXrPYPTZ8Igy8M/N7enX6gO/5zHj8vC5T7mOPruHsTYOT3kY\nv4+b9LHj7WO3Wbs2EdAWVIDQQgVz+asK8zRzOB4diKyLR9x2Ianej8fLtBVEku3gAYIk916WOpC2\nIFHncWhLobbjdjn+EMhZTZWqzCa5V63gS0thSAO1VjcUszUgmiamefZajtk0PbU6ZlBX3oQtyFZ/\nIpIgre+rtyzwh2EXpYc063+3tofKqsTeWzkqlkauQfqqFwdJxPEie9I8mtCyO139q4UsDVh5PGPx\nGK7w2HhIDX9szqznxVOf91PWwqdKoz4cn9HDCLTcPyyxtu1OsLLzy9DYX/+jhty/efcvpGcQ2lyi\n9q9QO6B+vLDadFRst/dUYAgJiS6pl3MPkyVWNAoTR9vxYiLIQKkRyoigjJuRUmcOOXE7C1kGqiTm\nomwq7LaJPM0MEhlq6vUhIoGQBqiRWpceJc0Lydk4H2ggRl+YNfR0aqkRjVtCFGQ2CDWSyXNBqIRY\nQKwOYxyteG4/H7md99zlA3fTHbf7a27ubjhOEzkr9SAMg5JSYrNJDGNCQ2JWRfNEJhM1EGULWPvF\nkgvUDHWm5ImpzOQ6k72R8kRlplKjcKgDd7Vy1A3zAPsj3Mx7brNylMCsXnUbrMFRdlyHGAiluGBA\nW6Ctonc1xaTNPW0RyQJcP8Aa3jcWoevHX7/eZDqJ7ZEMx1N9SJ6iGzz22Z/KgHxIR5S/A/wG+D9X\nz/0nwD8G/g9//Ourv/1HwJ8Cfw/41z76CNdD6k97tA6jDy6uUaXVgPJHLvz9m3zfsCBLIZaRmwZS\nTESkA3otg9CMioF8lp4MIgzDYI14HBTEe4q0UuuFEu3Hzyqc8N16SZm2FOoi/V+ap8KSXrVwYuoe\nQTuHfparTRbsu+acu0dxPB7Z702Q5ub2ltfXVuD15s01b67fcHt7y/6wZ5omPz7XudDlGEopXWW8\n1OoG3VoT2G5vOE0pdQlTarVUqWd3shZymSlaVphK7YVua2ygOku03dN1Fqcdz4eMd4GPHzt+LHb3\n1OseGrXPkSX5b4H/CvjvVs8p8F/6Yz3+BeDf8p+/Av5n4G/xNiz9ex+LQVil01i5m/7cekd5e3j2\nQpuKdSvnFlSnDhAun+dyeKW6HqZRulEhDoFhs2UzDFyd7bg42fDF80ueP39BGkb3Xkyeby5qACR0\nQLC4XujithdqthoPS0va64IAUbtRatyLplR1j6PhGRYF/97CXDNM2gWD725uuXYjcX19y+3NHXf7\nu54OjkkYvIrUMhPu6q8MkCpMXnKfUrIdtPElnK7dgOCcM9nP16QKlxDFRI+1p0+NTes8FMcrWqoZ\nl0gENcmBzrtY7vcj+3S/k+t59L5wZI1hfYr1+tDjeB9m0Z577Jg+dnyIwfhfgD955PnHLsW/Afxd\nYAb+EfD3gX8Z+F9/2uE9Nn78iauyMhbvjhE/wNG01+kisltKvhcz2+S14rBaq6vbNbAtIMPIZnvK\n5cUVzy8v+frVC55dnHK2S1xcnpHGwUR3bJ4zl0JMAkRrsNzZiU1Ruxpfgdb6b1mYptlphm5ZaKXH\nVlq1tyVou28b5oFkilO1Sync3d1xfX3N9c0NN3d3HPNMRV3py7Qohs1o3eBd0KeDkGpZC9VqdRyz\nYQWDtIK7lgIVBzKzAZnVDEZWZdZCrpY1KqqEGNhst5ycnZJFOMyFqZoGSGlAT7uxVRsv1hTUWYSK\ntTafbj3EcZG358vPnaF4F27y2FgbjZ/LWMDHYRj/AfDvAP878B8CPwDfcN84/GPM0/hE4/6J/7gL\n8eEu3/rmSJ9E65tgkyuE5DFwdXLVIrQrIuRsXs0wDF5zMbDZnXJ69oyLyxe8fPGKl8+ueHl1wcXp\nyBiV800ixhkVL+ZS4yPUFM1QaEXFZfydxWW7caF4sddyjs3DyQjBCVB54WmoIa/NywjB9CRUzciV\nksmleAbF5Pj2h4OlLydjUxKENI7WHDokYhoYxpEQIwT6saFiymBU1Fs8zqX2MAuRzs6sfs5zKZYl\nUTr/IqvV2ZjQEIQY2O12XEogjCN3x5n9cWJ/PFqKuqWFPOUbpAnnCGjpmhrvis3fB05+SoDxpwKs\n6/c8/P2XYDD+a+A/9d//M+C/AP7dJ177CYO9hx/1ofHee9DsB69diEpPf5dN9Axtt2qoer9RwpAG\n0rDl9GzH7uSE3dkF55cvuHr2ivOLKy7Orthtt5yMgd0obJKwG4Uw31pWAaFWmEulElwvwrMvIr2W\nw467YSothm8uurcDbBmTup7odpzNwIUolnVx2nf17EPHBgjO+hwYN1srzw+BVKpLAJpHkYbkHpW9\nd55nSoDQ9DmakZWWUrWDydlSo3NV5pKtJWOx65Cr9ajNVchuSC1rYvjRSYzIMDJMmXGaGPZ7bg9H\npmm6V6PSQM8Gdvb7/A7X8uGi/ZAd/Kcs0neFOD8Wi/i5uBg/1WD8dvX7fwP8T/77XwB/tPrbr/25\nt4al1+wiPE4lfmroE7/DT75GHvvah6ziWYXHlFSax2E1GJYmNaPkeEAIjOPAyckJl5cXXD6/5Nmz\n51y9+ILL56/Y7S5QklGkUUKyXqe7bWKTQMqeos3tbhqW0jRrbWcFQld7wWJ/lQ7gWSQgXiLufVdp\nYYf2bJT1HjFjodqo44s31tKaIKRkNSKmbGUhCIe9K2813kNrqGgLsmolFwhVCcEaGCHmJnSUH3uf\n8Sosu5NrZS7aQzCrH7EO860WJ9dKlUpKVlW7CZEwjAzbLeM4MowHbvf7DvAej0fnsKgDzxZuBCvy\neecUeZ/RePjaDxk/R+rz4Wc2+v+nGj/VYHwN/KX//m+yZFD+R+C/x8DQXwF/E/jfHvuAdYES/HiU\neD0ee0u7n+/6uPX3N/4CrPQk/XOaPF0rDV9uioUApnxl3kVKI7vdjmfPnvPq1StevnrJ+cUFl1dX\nXDx7yfbkgqqBm5sj19e3JCon45az83MuzkbK3TVzJxIFpnlConaNCPMucAHfShBBnaAVQlzhF03A\nt03w+25qdLyiilIEr5L1jIwEp6cvRsOqUA2jSMPYwywNgWkyHkZtDZiwlG97f6lGgY9qIGTzLEQs\nTDocJtfTcLB15WnkCjVAEWOzFrVrUQUILtyDwdHVlIFJKbHd7UjDhs1ux93dHfv9HoB5mnrGpNXD\niAhlzmjLo7JgXoY7rfRGedvdf8qAPDaXH87392Eh7wpHHgtB1q9voWZKsb9umvKj3/eh40MMxt8F\n/hXgJfDnwH8M/KvA38Yu7z8E/j1/7f8F/A/+MwP/Pu+IG9530T5mrK/v+vfHbnYMxu8QcTbg6rUG\n+HktgaP4wSdqr8RMic1m44biGc+fv+DFy1e8ePmSq6sL2+02W+K4Za6Bw7EyZyXGgd0mcXq6Zbfd\nMqRoO6B3Zq8eqxex1GYNEDsz1FaSyVTc1xYFWzyCevo2YchjgGoVmkGsLWIMgtRA0OqdzQsQIc/9\nGtjCSqQ0klLy14mVmksgpaP1WG21I/ogramKUBENHS/Irka+Jm9hrzKcQg2gzI3a7dTxpZ5EXZIv\nQTCR4cYItc5xgc1mYBxHNpsNJycn7Pd75mliPnpKN08dBLZQrfYsTTNqzfA+nD9t7jzlHS/X4O3F\nvH7Nx4wPxTc+5Tr7EIPxbz/y3N95x+v/c3+8c7STXXsWP+YCvp1GetybuG8swr2db0HQ/bkmMbE6\nnpTG/u+1hkQaEmnYsN3uuLp6xosXz3n+/AVffPEFL56/5Ozikt3JlnHcoKIUtTh8Os4cDhmRyMXF\nCc/Oz7jcjZyfCFFnDo2BUb25MU130wG6ZLtgAKoU676ebBdeE4xsEVSrUHW2Z/S/hRhWkxnGEFGN\nFC9vB5CjMM9zb1EQYyTF6EYDcNKaLc3IHBeZv9nTnXbclVpny38kL5NHEVXvRIY/53cjmHeTlV7u\nr96h3rALe75W51O42pd65mRyT0GcAzMMG8Zxy+nulHxh3JT5ODFNE4fDHYf9nuPxSJ7sWMoDwWI7\npPuQ6HrhrYu9FlZrW6ALHf2xjepd48eEPI8BnA/X16can5UaDvcv8oeAO9rBhbcNxGNGY7HAtoPd\n3/18Byz+m5jcvXRvQ61TuLbY39zw05NTLq8uefnyC549e8GvvvkVr776kouLSzbbHcMwuGCNU5Yr\nXikZSDEwjokYR67Ozrk6P+FkFMZU0GmGUnBSpqU7w8qgopSsNGqzhOCuuAvaytqwmZ5EyRkRC2XG\ntGGz2ZjuhS7U6FKbQvea4GbZhSEOyNaAzM246wYkBPsMIRLkaABlzhynCSZfSAJVjIpuhip23kWe\nZtQ6ovRMSfGq3lyhZDM2xeeFmU4PSRR/ZyRJpHVYE+/lYpiN8ThCKC4nGNiOW/ui3Qm1Vqbjgf3+\njsPhwN3NHdOcOR4nv3eGFJmM4kJTf2xuPTaPzfswQHw9558KbT5mPLZuHnqcv08exs863kVKefuC\nLhmIhxfgKUPRDEOtODoPePwcZI1h+P/XnyMmbjPEyDiObLc7zs7O+eLVK7788ku+/Pobrq6e8fLl\nS87Pzggh9j4ZpUnfe5GYEigaUSKbzY7d9pTT0zM2YyLKTFBMvzNnopOL0NJL2UsplrrFcADuZWZw\nw1R6YVgpxRad9+ygKuMwstudkqzkFZHQBXJ6Y+R2PRTGYejCOSFGQkzNDSCF2B/qzwumwVlivOfB\nNSPf0sSwCO/YPTKvo/r751zIWiws8cxQAcM0ijLPmSkXoEJIltKVSIwDQSpZ1ds/4iCwbQDVPa40\nmNHajIlxHNjtdmzHLcejVbzOc6vIbczU+V6F7jp1/nC+3TcIdIPxMRjdh4z3GaFPZZw+u8F413jK\nmDx0u973XsGEWyp1MRpo15Bs/nBLsXV8IkbOTk45OTnh/PKCy4sLnr94yTff/Iovv/yKq2dX7LYn\nbDZbECc6ae59O4NELzITcrYKy5AGTnanXJxfcrLZMoSC1EwQsQrUPBNVDVvwRahardQi2U7ZANou\n4YdhEtVTmMfj0TINc2E6HjkcjgQVxnHkeJyhWjgAMDiACffVswBCFGIaiIOJ6KjC5A2NjdZtoUXA\nxXk0MQ6ttiaQS2Zpf1B7SGiNmIzlOWcjvbX+InMtDnp6COasr4qxVOdcOM6ZaZpRxOprvAVCrBHj\noWTDH6oXBAsQTS8kuFBQSgkZ7Oc4joxpYJ4L05w7G9Y0SjKHw10vuBN5W+Spzbe3N7sFeHw4dz9m\nAb/fC3/sWD7N+OwG46eezEOj8TB+vP8lHieXZirUJmlPiwqxa08agHl6esput+Ps6hkXlxdcXF5y\nemoL/cWLF1xcXLLb7RjGkZiipwRNv2GeMw0nM3tkbj8S2Gy2nJ2dm3cRI6EevYCjWif0aSJptS7s\nBEJQwHa2Vi1uXc0NsSixoDWC4xYLiGcZFCsCU6Ta7yJCLpnb29uOUZg037JrtnAipsR2s2XYbkhp\noFZlf3BjlCt5mtBi9SCq5hWVuiJL0UDTaECrG6To7SJjjE77Lj3sKK2M3dsHWCQpnkYtpofqnkOp\nILEQUyUN0dOrmTl7yn4VnrWsVtsMhmHoEoQpJYaY7JxKa2dQmWfT4JiOO8c8DhwOh56mVdX+87EF\nuogVPfa3T2MwHttEH9tQ/4A9jJWbh9yjQbQ4/im3bo1LqKp7DZjatoN50enKIcSO+m/GLeNmy2az\nZXtywvn5OZeXV5ycnnJ6eWaLe7Nx1zxQw0AhomlDDQMZ04sgWCuB43xknicHLfFitMQ4btkNJ5yM\nW8YYiaKgBa2ZUmemw5E8ZzRmokSG4G0KqKagXQwLaQajSBOdsXObitGmFfMSUrLwR8SAySElhMBh\nv0dEmA7HbiRaSX3JrTCsoCJcyw0hJkSsSG5/sAI09e9puIm4ziiqFBy/caShohCEQQZEzQvYuscS\nwyJQXKqBnLO3QTTiajDsopoBKSGiY0ALTMcjZc6ETWVAiHFgHEtvpajVDUcNBlTVgMSKBOOEhGhZ\nr4idWwqR6NgFrcy+Vko+6TyOw+HA8bgYjlZEl/PcsY++UOWBAsojWZI2l5uK+8Px+KJvc5x7P+33\npytkf19Zkt/z8BsGbXvuY33hHvcmQo8Zl7Jz25Ytfo1stztOdmecnJxwcnLGdnPC6fkZu90J25NT\ndqen5l2cnJmruhuIMVFV2R/25Fw4TpkxF87iQEiD75hCLpZmLCrWns/j3RRhHDdsxx277QlDSmgp\nZM0krYjabn047Mklo6EikogxEKppX4TY0zf4Zmk7qJoaVXUPp/r1kRC9n4iL+CpmIENku9mw2+56\nsZqqLrhHKdzd7bm727M/uIrVtLfddpo5HKbumoeY0K74XShlotRsxlkgDgGlUAXCkNienFhP2BiN\n3h4CaRjMIACas6VGSyGrem3JUkzXGjDHIRCLUI8TJWc2bmBiEFK0lgjFK3FFDNwtBaKmHh5Vb9XQ\n+8kK1l7SxZdlpS0SZNfDsJxnpunI8Wgs0ru7u+55TNPUr+OSrn/bw2he3DoF/eNCiHUWR57MEN57\nxwckFD5k/OIMhp3YSkNRFnHWd10Uy4I0kxvAe13EkBjGkZPdCWdnZ1xdXHF5ecXl5TPOzs/ZbHZs\nNls22y2b7Y44jqQ0WN8LEaqHA3POaBViSIybkd3JSc/BiwvILmXntpAtFIqkYWC323J6dsrJyc5i\n92mCOjOMQkyJ25uJ/f5Anmc0OigbxCHOgIgbv+Zu4tmRuTDXSsBrTqo1Qm6yci1rkrO3NhxGhpQY\nT1OfRFWt9WCrsdjvD9ze3nF3u2d/PHKcspW03x2ch7EBTKC4itWcTNOR7BiKaoGgTFO1CtEoDLph\nGHNfJMWxIg3RRIeL6ZJaGXvx7EgwkLOaApcqhBQZQ6Ikux4NZ5inGYYl5DCPaLaFGIRQg4d1gdqu\nky/cdbgCC/dkwbhKD2NgS61nLlWYvdx/z+3trZX27/fs9/t7lPSHnI21gViDp4/hG+9a5Gt91pbV\ne1dW5FMArr8og/H2CSnIEg83EVpYbqrdaNeerGY4RCClgc3G0ojn5xd8/fU3PHv2gmdXzzg/P+fs\n7ILNZkNwzCLEAUm2u6iEnnmotbLf79Gae2d1Y10aJhDEMgzHeWY/zdwejtwe9mgx0pSEwHZ3yvn5\nuXktm43F7nlCayUl09Ew/OJg1ZyYwYityY9YaCLq+KxfB4mRGTUBHamUGqxrurqWZa19t2NVT+GC\nXwYMausoNnv/1IGTkx3jOHJ6cmryfTkzz7XrYczToqNR1K7PzQ1omQHHHrAdW6IQx0TajGy2Wz8n\nofjJtL4iWaWXsOfqjZxogr/F+6OG7urHFNlut8CRUirTdKQpn8eYCDF7KJPNs0D7AjaMxU2xYyQE\n10t0xmxYLTxhAcIbDtMWf62Vw+HAzc0NNzc3Vsl7fe1G5MZCU48SjDG7lEKsG119yGJ+mn/xfiD1\nDwLDeGhRn2LMtRGCdF6D3cBE07G0FxgKPowDF+dXPH/+gufPn3F19Zyvv/41F5cXnJ2esd1u2Ywb\nez9Q8BjSm/laqbalEw/HI6lUjrlQJ3M382zA5jhsIAbXgpjJpfQdp2phM27YDCO73Qlp3HjGUnub\nQdR2saBKLjO5OLuSBckJYm5ywNmI4qI6jtGIVkJQK38vFWnAooO4IUav34CUAmkIxEDXsbTMgQOo\nNaPzUn+gVIYhstlsnFDluqPOlKy1Ms2T9W5lJiY4zRuymrzfXIt9/5gIw2jd473Cd/JzVIHqfJIC\nzGptJAvCrFbBOlejg8s6vJTAyckJrVN7LoVR1T26QMoZOZjkn92zDJIIoTKO69Ru7B6YrASMQljo\n1LLqfNZA267jgQkhNabv6ekZFxcX3N3d8fr1D9zd3fbwZRHqaXf4MSPxYd7Fw7WxrJHHsZBPReL6\nRXgYb59I7eHHEpr0JYTJ89uOG7qlNtT9ZHfG1dUzXr36iq++/oovvnjF2dkF4+aEYbAUYSUylUrQ\n3Ht/KLZzWfpVUO/XsT9OTK5cXRFCGi1rMI4ccyE0jYlqi0TFOQuS2J6ccnZ+zrDdeq2EZQSYJ9Bq\neIs6d2KamOeJqBVVyyqgECUSk51rrZYu9KouVCrV08VSlqbIhmGIGRcKVYOVuIsRiZJnKUQXrQdB\nqKUw6YHD/ti7owOkOFqatMKcZ5f+M+9lf7hjmu7IeUYEhiESCNQaiVqhszEtTDDNTmsDGbxPSiVQ\nJRi7s1ZmVa9KLcb2zJWiQgzW+ElpXmRyL2PqAKUKxOgKaCm5YYOcKxI9VVtNqDiE1OeO6tTTvmZs\nW+YoYPIudt3V56vVFZkOyBC3pDQyjjtOTw3jmKaJq6tn3NzecHt7w/Ub8zqaVIB6WX2t3nIyxHvq\n5J7L697NO3kcsrxuvWbWr/0DIG6t4y97ZtHddFCzvU5sgjTXToKBjEY8GhjHDeNmx+XFJa9efcWX\nX37D8xfPOT+/4PT0jHHcQDCuQfQdWMGVl6LVIjiibfwuXcXj9EyEakvDjUDoackujptNdXu3OyEN\nIycnJ2w2O4tfU2Tcbqko03FPEiHFQNFMmY6GAcwTxhxInf0oITAE8wCyVooWwirm7v1HHQC1vauF\nZxDVVLpDjE5RL0i14jNE+uTPpZDnmeM8cXt7Z2Sv5riFI2ChQ6m1c1bmPHM8NmOhVtfiVbHWDlGt\nbDYm1K9tySZqU7HdsGKEteM8MxUXv1GW6lQna1Wx6FSwjUHV/hajhSbTcWl/0AzGuNnYQpHGuLRH\nY6rGOHQvM8bBa1vaXLS5YeDusJqXZlwXvorV2YQhEJMyjIWtM0nPzs85Ti5neHPDmzdvePPmTQdK\np2lCNZtRdeOppZjokc95ZOmrwvrn/dSIFz92LLw/1uOvOej5djzmXrb9TrsojaodCKEVVRm6vtnu\nOD+/4PLyGc+ev+CLL17x5auvefHyFZvNxncRu6EVc4VDXHUN97gUsVaEzYg0g1XcNTY/AMFIAAAg\nAElEQVSCVIBgbEcrPvOJ0ncoOjIetolxs2XYjP2GhxjZ7bYcDkfDQhzfUCwcmfPsHciqVWGG2FPB\nEoSVNjFtqzPVr3VV6MJCjK7y1RN77nEU50hoiJaLcndfMZ6DofyZWrOBxyJkP7ZFkkCMJJYncjaK\nt/RalkXjIjge1IyF8RyKXecQEbHE65wLx2liP89M3mKgNacunR7ervGiZ2HAZcMTGn3bwb8QGEer\nA6rVdLbs8FoJv9BaUiIwxNH0P+6BoK2wbD0PW2iyzK0Fk6gIyUJAMImDesLZ6cz52QXnZxecnb7m\n+vqam5sb7u7uemYl5+wGq7t8fR62JxbPZlkzqxf7+mkZxOX5Zdr8NTYYzbNoEvcNgGsLDPzGOKio\nnhsPUdhut5yfXXD57BmvvviKL7/8ipcvv+Dy8hmnpxdsNluapH701Getlg2wz8VSlt7qT8U8CBOJ\nkXvAm9VsGGcjSCSlwYuxElEMI2gA6DiOHg4E0rBxDGHVazQKEiAmk+9DQKsaOWg2o2GqV80lnv1a\nKdUJQuLhSEP5FdMXbXNh7WWIG0K0Wk2MQBAX5gmGA9jiW5kitV3bo3xEgovwmjgPmHFRp6GGKETv\nutZ2c1HpWh7Whd5L1bNldABKK80XcfbmzDRnr0b1juyG1faF0EzS/bqOlTcqS5GYFZ4NhpfMs4VA\nrdZELbzKRZFgnJYeAEgAVjyK0Ji1La3r2EdLV3tP21JWhWZ+3ZpvMAwDIo1Et+Hi4uJeZqV5HUtK\ndqmvaQB3XyPOT3m7RgU/7qdDj08Be35Wg/Hw372eQe1St/RmzVZOHVPi8vKSr77+mi9ffcnz5y95\n8eIll1fPOTs7ZzNuLU4WsYIyEYbNhmEYyUWo1VW0pfaO5BKDU4ittLvRj7NXSeKNjuMwkGJkHAbG\nNJAcSQ8IVfC/jTaJUiJ4CCSrVFdjUErw96lCLdYfdDYmIcnb9IWIuJxdKcVTxJ6Wy7N7FBW0dSA3\nw9H6mYgzWBXHC0SpYjI6wb0AglHKu8srYgtBFYmp77CzszmrAyhmFD3aqAvDtNeKVGvLqNX0OCcv\nSW86F9b5wI9PhLkUjt4jdfbGRK1pddspre6neQf+XDvmtulU7efRWK3VPSfR6iGGgZk5F+YpIxiA\nWbVJGNgnt8+0hVp6mt7O3TCZEKKnt1uVa/NaXQKBpkNSnSg4sNlsuwrZfn/Hzc0t5+ctTDlye3vj\nadmjYx12rtV/rj1KeyyArF+W7mX2jJDPnUcx1h85Pl9I4mSTWtt0bYQW3DoHKoGgwmaz5fz8gmfP\nnvHVV1/zN/7G3+Dlyy84PTs3vMAxhVyqU4dtV7CdPSAx2m6qgVCMWBRcg7O5eQ0pP86ZOdeOHzRR\nGjR2DyOl1BcvahyIEKy9YJJETAHE+4dMs0/EalkIBxpNaa92sdtpNi3KmuE4ZxOrDU44KpUoMMTk\nIUJ2g+ahiLbY2vuvQu+O1nbHEB3PUHphVitiQwXEwq1hsNLwNvlVFZ0hp4w6dbt3a8eqXEvrQpYz\nOhdKnWlNlZuRKC1VWhtfxRZnVdPunKYFTMXPq2mONjaKrDqtt2yoROttkpKiuWUhgnmEg2EhMrWc\njJ1T9QI2VBz4NNap6xWbsV01jL4/lpRq298W2QPf+b0NpLSQx72gdeZlu932rMrV1RXzPHM4HHj9\n+jWvX7/mzZs3nU1aPO1toVbyLFnp4Uq7T2aAF0/iXhby02Cen7N7O24Nm0U0spUpIJnLOAwDp6fn\nvHjxgl//+tf80R/9kYceV4zjSIiDu3vBi4ZM6j6Y3+j8iAkVISYLEYhWnASePqy5C6/Mni7NRQnR\n+BHd9VOTsktNFyJEtGTbwbXa4nRyVYrRdkgv8ho3nr4tCwtS3GE1rT2hYFyOmqspca+ATXzHMNWr\nRMoDsZrrXmrxjIunhH0xV4GSc+eCGKDrJLhaoRZMgj8acIotvgDEslbtcq/BjyPEVnMTDYjWQlIl\n5gwSyeVgFO9amOay0Lxxl0TVJP68erTUwuxtGntdUJsfTS2sZSRW6N99clNw425gb/VsiVXiDrQu\n8SAutGNtGVCrPUmpgZr3RZwbPrImXFmmx0KD2r5LzRNtVbPNMzOcY8lYPGzpsN1uOT097fUopRRu\nb2+5ubnh9es3XF9fc3trWMfd3Z1R8rUYS7YGD7EXQlgI0je/5dos3//XGvSMQmeA9xJwtZPebAbO\nLs54+fIVX3/9DV9+9RUvX77k5YsXnJ6eMqSxwYE0DYQQB5JaeNF2yFbqHUJ0gxH8ogq1WiOceZrN\nM0G7W2ml0lYu3YyLuboWSaONq6B+ozO5zriXbxOiWoFULhOw6xNiXSwHVtsyjiMxDZ0A1mJ5kk9Y\nC2Bsh3fjYNjJ0hjIcJNAjKbYXWoxV1yEFARxRalek4JhGxql8zDaMKXydYOgsuozYq0L0GpMSM+K\nGLiSrW2hX5tcrPKzYjKC2oFGy5Sof8+Swl1CC9ybqa4XGpoa+grQM7Je0+U0g5G90jSX4tcIA79j\nhCqdY9IWl/E0lr4ra7CzMV+TE/qa0po6HmPnEPw+DvdAUDuXFp40+rzN2jX5a03LDyGw3e64uLD+\nNOvMyg8//MD19ZtVdmVC/Lub1GAIwRim6NLJ78G9/djxWT2MhuiCkbBiTJyenvHsxRd8+eU3fPPN\nr3j15VdcXFyy3W7NJVdvONxANseqii+cnCtk4yuUUhjGse/Q60cbpdqEtYJRd3lD6JOm6XjGEEjB\ntBTMC7Ivtl249EmuGmh6nDQNBglEuT9hJAhBg1PXt47oB+acORyPHOeZk2G0Y4lWbJVrtYI1DDiN\nuCQd2ELyc2qiNK2XaFDboUWaTkVxIFF702ft50LfpXo/UzD9DYKzQsu93bLVWUzTxHycmb1iVdUp\n82ZfKGoiv6raq1xLtpqb2vCHNr3r0ixaVZDYGL9KkGThTGOUujehioVA88yYM9XVuEKMxDr4puTc\nh0DHM9aZiGV+yls7cn8uiDtLRpozNu5ClmufKzJ1z3A99xr5a33tWsauMVVjGNiMO85Oz7m6uuL5\n8+ceqljIcjjsubuziuM8F0rO9/Cctahx97o/wfhsBqOqh84SGYaR09Nzzs4v+PLV17z66mtefvGK\ni4tnnJ9fstluTczFUfDSSDqqFpsHu/DHaWKeLY41LzowDDiqZwCh1qVwrU1Sc7t9odDSaNqBsCZP\nN8bEZjNaSXtsGQYTosGl9DoBwl1gy9k750Bb2nPRgRQ3QiGaNuWUM8fjgeN0YB6FzShuMKxSt7qM\nYAqBGuNiMFpY578vfn2zqaEDrtraEQYxV0/CAsI6+9OARuOQi0DQQGt9WEpxbRG65zTPM8fpyDFb\neXnBPl+rA6/qfUUcCJVspepW12FAqSLgYQXd7TfPM8aWtbDiNUF6daxIIMTkWS2r4cilMDj+kZIJ\nHHdQFN5ayP06yRLWtRRydkq31mIaJ0jXDTUuTLtI0VPiBrgatqXLfcHnRHCNVQcxY1JCqJ1fUuuM\nBGvQtN3tOL+44OrqwOXlFTe3N1y/ecP1zRt++P57Xr95w35/R54N0BeMtBdioLrhFp8Tf62ZnlWM\nELPd7Li4uOLLV1/x6suvjXT1/At2J6fENDKOWwzQDD3WrF46TTCQZ67aVZKaUEuK0Sy+RHPH80zB\nbp5lDgwsrJKoghc8edoVYxfmOpNclWocRrbjyHazYRgSkZaRqIgap4CqiHVXRRlAMyFYaXgIQp5n\nn3hmmJJzJYiCpIimxO1hz93hlrv9LWe7xE5GNCYccXBYU4kijDGgmvx6Bk+vumjGvdg2dB1PFGSI\nNoliQGMkirU8kFoXRBRf8KrOF8EK8Bx4qq4oVmphyiY8M82FQ/aGSq1qWL09I3DUyrEYQJo8PGtF\nZmDZG1ELJ4sKouYJIcGaWKeRkDaIzwMpRkKTGL3qFcOuyiKpZ7KAQ++tknMmiBHpWglA+2lYSPSU\n6VIrotUqioMDo8GzLa2jXa1qhtHp67bBDKQwINRuUGulp81DSh28HYahexylFJQj6t5Jy/YMmy3D\nZsvF1TMOLw7c3Fzzw7Pv+fbbb/n222+5vn7DcToyH4uJOocG8jaBBHisZcaPHZ/NYOx2J5yeXfLF\nF1/wzTe/5uuvf8XV1XPOzi7Z7U4p6oVlLP1JRQoxRYZxQBmMiq2WemyeQGfntW7rWhdCTjFZN/X/\ntxSkyfHXHhNXV7RGYJM2vVbgZLdjMxpNWrQ1+L0v0iK+YFvDYzDDMntp9JKuMzp6S1cG18rMpfL6\n+prruwueX12gGE/BSqVbabvvTgKShIAZgJ5WxXbQ5KS04BwWWnoy2M8UjUuQJBHwniZaF3e2ZQNE\nHIuAEaxKdZ792F2tu6Wi2/FJcI5U6dmwRt9+2AC5cwwcP2gNqBvXJA6DC94sO7UZwuTp3aUobfEc\nGo7wNnCpuqQl21gfT8Mu2mfNNXdvAzVVcsuSxY4RNExtOT7TbmWVzVhXD9daezHbujYlO1t4KIOr\nlZuH2hp+l1I4Ozvj8vKCq6srV6l/zu9+9zu+//57Xv/whjzNxr4NJoIk0soK/hobjD/+k3+Or776\nml/9yozFxeUzYjBVJyRa6mvKHEtGgjCOVlma0kAavGCo2GSt2C4TEeo0k+eZWipDHNgMY8cPxCfy\nGgVqrfIar7+6albrxbFJWytpH7zsvaWoVLqBWPcDKQ64vbmxvHpKxpQMs+X+G4AWY0LUNDdLNq2K\n7fYEkcgPr6/54c0NX32RyQqUwi5aitU5p0YC84rW1DMOFvdrVeshEhOuEbgskFY2v3K5cSCv/bul\naxsJrXOanIqvIZKLghTHJYydue77aoaYFVbixDjXOeWBNqYTyZ3XUHtxWwgWsg4bA3PnUsA3h3WD\nw6XZUuqeRTMUrTWCAeD3NVPWxmsxSJ7GtV872Al+PsVB32ByB/YaaY4ZgmMUnhVqXkwLEauHZxJM\nVzZ4keBC+hu6bCI0+xsoOTPNR2otDD4ft9uts52v+Pbb7/ir3/zWm2W/ZpoOq+xIC7U/bnw2g/G3\n//a/xMuXr6zc/OKKYdxSi5oIa67MruB8nLNZ35gc93Bl75BIvqso9NRUQ7fNcgsxeCzeYjit5orf\nA119uPvcPIPGFmw3JwRrvINWxDMBIUb/++Sgq1LUNCdLntlstj0703ghxhQdoBYzCFgDpM12R0gj\n+/0t17cmYDNnB1OTtUo0AhPL5JIAoVKKoLNlHQxRblWXoXs/zahRDa9onI1Sq5e7rzIXcwPi/NKo\nYx0iBC3dhcc9EEV6I6KGDRXEjEhteMSS5Viw+9Ahl9q9u0VxPaTYMZ5OrBLxf4e+ERgZLvZdeE3/\n75hEjFYdHFzSEGUqGXIkpmheFuZ9FjsyM07dYIhvFDioXqklg2dwVI2SX0LzkFzPFNvpg8+1zjVZ\nPRppsWWjmvbocg42r42e3xp92zU9O0uktOHk5JRnF5e8fv2a3/72N/zVt7/j5ubG53P9JMDnZzMY\nf+uf/xfZbXc9O+IIKDEN7A93HI8zc/bsg1qqLVeLI6NEUgooEc3m1iu57zxRLCDpilMhuBKWy+kD\nJJvw6kVJza1uatGtBWJf4Kkdp3khNpccZJJEigNzmHsv0i4J6Dc9uYuu0qFQJFoaVGMlpJGYNqRx\nQz0k7u4m3tzccXl2wsUoVLU3d+RebQ9sDZSFTJ58IVYD+6K7uxojZS59YtrcDP6whdMATK3S5eha\nDJ28ND0gTDk7cNmyFGZI1D2LUqoXi5m3UVs9SF0MUvRja3l10z6y182NfCcNELR4X7yzXJBISIN5\nOituw5LG9Mpj7lPIRUxDI2rjR8QO4OZQSMPgm4oRzCi2sQgu5qx0wwStsbX2sNiGz6kedliRJE4k\n9P1tSb0jPrfN0Fqq28MyfGNsxhgDUIZxY3iI2n2PCWKqDOOG3ckJl2eWVTk9PWWzHfnNb37D69c/\nME9HP/aPG5/NYFxePPNKT7OwuTasQjlOxXdKB+1c1q31tYgpOdci97RjGkZICrWguRJFTKMxeHxv\nfra5pClCTM6RsFTcfr9fxGMBWEgw5pm4fFuAGNTSfiFSircJ7IBn7btb4zLknCnel5Tmpns4E9MA\ntRKH0doPbE7J8TV3dwe+/+4Nl7sdu2enzKEQC4iKZW98URk9vRlS2+0rWNahVkyGXyCGJa0rXk7t\n5eYqS2o458zxMLPfmzu73W6JcSBtLT09l6XB8uxCvMVhj1ztUVACCUvwVl+Y1kSoFYz1lKb/37wf\nu+9zNq6E3XOr3Qne4DlK6q0aZ1cwL7USB+gFYb6422heRnJN0yZKbF3eFi7DQzo1mIfV9FYabmJh\nDQaGOv7SxHdiWIrRamneqyuWr/CUNloqFZbSgfuYi+Fwea79HNIwONYRiTFj8oiFEBK7IblXnNju\nRs7OzvjNb/4JP3z/Hfv9HfN8/Kh1+xlrSSLTXHGo2S27ugtudSS5KLXYrt0ovOLupd1YT52OW1Iq\n4B4I1QhKUk0Gv+QC0RZJHOyCFxEOeaZUOB6P3B0OlFIZx5HkabG2sC3+nUhO/25EGUnC3V3p8TaY\nFoMQGYeZ6qIsdsLrs2+sNaPAS0ikODLuTtienHHzXeS4P/L69Q1vzk55cbJjVoPWglRKUDRUE6xt\n+EIp9mkNY6lqojHajMPCBgysUrDQQcaSC8fZVLXu9gdPDwcLlUKAGCEahXty5fBpnq3Teq1G+1Yh\nSEJSNBEr1zZpsnjGF6ndYOBAc3Ppa1UT1tVg9zuasYiDGY4UR/d4Yg9HtHuChhW0nbmxLVUCISrR\nL5a0lKbcf7SQo2ld2LBiNPsuj/ZaHIFhC6Leu0Vi7/MC4oV2deFd+PGt1dOb2FFVw23AwhFP2nvm\npLquaWEYHGtxFfZxHO8BuPlwxzhW4IzBpSE3GzOwv/knf8l+f/tR6/azGYxcjVvfmuNM88w0Wewv\nIaKOTFsX7hGJ5kl0OT7wBKORqGIydJ2caRmENCTLH4QAwXaoMCQI0dKoxTyLu8PBNC/r0twHGtjV\ndmJj5Fn7wYgnGLt30SoKJRrQZZWrynbrjYtd2ampRpkHgy+cTBw2XtSUEBk5Hm95/cM1359seXm6\nI51tqZKJY7QOZb7wSp1X+IyQxBssV6VMswGgcQQs9jUK+Wr3daOTHbCdpqkrYbdduhnqqquyf5f8\nn0tlykarbxL9xGDGYpV+VU9PgnFIpNqOnb2epmW56nHylLfxB+y+m6Efxg0hblxiwAzenDM1l1Wm\nIVLiQpAjxK5QNpdCdVanSKT6PCFYHVKk0ehZ0qvJ9T3w0nNZiuK0X5/gOEfwVL/FHUm8wXWpzUQ5\nbtSKBQ2LMUNlQkWAc0s8HKlOAsSqrY9T7Z6HeKhkF7NttFZIN7YQLLX5ZpmgH3749qPW7WckbglU\nKys2dxTsorT0m+3uBIvfDBvI5Oyl1I0j0IDPhsZXi/6iW/shmliKemUhMTK713A8zk61nbswTJ4z\nopZyHFIipdhpt43yW0pBS+7sRqAj8dUnZ0ymXn12aqnYlqlRbSnfdsw2AfGWf+KdvOa5cn19y5s3\nO16/uWEMysU2GakpitEliqJlmVydPSiAV32WOVOLOkhZu0E0/Dd4BrVQ8kzNuattG4+jyfy5zH/L\ndjg4VxoG4Jkhw1PF9EOxoreSTdFctdqu6Z5fY9AaRtXuXe0LrDqYHWOwRkpp8M7xm258Q0zEYSSq\n3QPDj1dELGnhqKczi0sPKsQoNAmERhBrIUnb/aPL9Rm2a4u6ZdXsK4KXEaQuxNOuWQOl15StdbjT\n5u5ajLh7Oo5b2DlIr/ExsHph8a6EILqHxaAMIoSSkJJREc4v7JiP08Tf/9P/+6PW7WcU0DFFaM1z\nvwkdpa+VubS0mqPdD4p4gre7a88XVZuYVa3pcIrWtSslL0H3snEJtF6ZuZRVOTU9SyJqNClLfwY3\nGu5qOm+j1Mo0TRyPB//72OPWqhWJwdvwnTCE4GBrW6CNAelAlzQU32nMo5GQ7g5Hrm/ueH19yxCU\nUU4YkyUgNbY8g/Ysg0P71pnd8YxGmVe1P4gEck7LgkD8ehRqydbmgEL04x/HEQmhX6vjPJOr9VE1\nxW5LYzeeBjji7+nTnLNlEmorfWsCF6Hf83Zfm9RhsYIg0pAYNxvG7YZhbB3YnJ/j59eMQ62KOD5i\nY83orT1LYwtW+sVaQEpXrSKsHmbUoywGIEbXvvA6lFbgtsgjLqGGiGOedoLL5lgKUmu7+ytPzt/r\nn9OuTfs81dQLzhZgtdBCFzChpshIiBWyzbENcK7KF6+++uhV+/mKz2ICSldhapWmjfbdJhvi4jY0\n4MkR77BYYBwwq8VLoV2AppUTF/WdxReWuvp3jJFh3BCPE+X/4+5dQq1bt/Ws57v1PsaYl/+y1l57\n7XNyvBBMyBGUVESwYEXEVGLNWBBErRmIpKSnZknUQhALFgQLKigeEIIIEhUUEVFBImKimEhyMOfs\nvdb6r3POcem9fxcLrbWv9zHXOtnn7D/ys+ww1vzXnGOOOUbvX29fa2972/uqJP2qpCV1aAfPHJsW\n7CqhVqu0UkPYDmGpYI0CZllvRjSjyLniQ2Nt9Cv/3wkYG8cRlxLLcuY0zTyez4wRDskzREeLjpYi\nUQfHqgK6tRVakeDqvPifgtO5jUwrTqXxcp+6Daq7IXW6MmW9Jw2e3X7HsBvwwaukvhj3LPOiwXJm\nnkWaUOAOqfcx4V3NVuQm3QQ2cafWU2mtRhESWuaF0pqCdnvG/V6H81TfwnbWZ5OkzS4Ssj7qJmDY\nwjEuhMknCBlQujJSjsjDxvhdKYKJ0XRNyLr1biWirfwMwUfMSc+pEI996G1gANt0HJTcvxe1G+QU\nqL/q8GhAai2CW/kjOa8qY/K6q5iQCT3RoO4qr15/8Ye+T58fny1gDMPQOQOiRp2ZVQrOFlpWLrwv\nhdrEmarESGuFVgIZtJ736wULQlgKMYH3rIbITftZtbeoTCVLbvbc++XjuBNNyGHoF2ZZZgXXFDLT\nlqPX7CGXRXeG1ltwrTXyopO4daMY7RXZt85J9doBCoQUCONAGEcuZ8fj+czHpyf20fG0i+zGSKtO\nApOTlrG2RXD9JtE9MkQphXzA6W4k4GajukBVgC5otlK6upMMA8YolPbaKnPOnKcz58vEZZq4zBPn\naeIymWFQuOIKrNO5K91eeA3oNVewFVTrUzRFF0X/d/s9+5sDaRgUS5BZG6qm6T4Q2e6+bFJ6nY3p\n3Q55XnIJ06Vo1cOyYFmEtW07vqQ3tK4qas3IW/B4F5Ghs9rLGslQWl+H2it+1nVZ2+ydSKhHz4Q0\nyJVWlC7QFIdz/fxZ6YVmPdB0+BFAFNKqzumUhqz1NHB7+1zb4w9/fLaA4X1U4Kt2Jp2dNOdk4Mr1\ncWRZ6GOMFG0p1dZoWTQWrJVl7ULRvBAWKAq2NZCV6evVxUGzCssYrHU1jiOHw4HWFrUGLGIApEZA\nwQNNiEI5a73elPRTCkF1OmQ0W9+XAWd6yN/VkiQIwy/GhIuR4bDjcho4np94/xi4GT370bMfA62K\njHhrVcshuWlspKk1wQaqqubGEDQdXjp3IFOoLeNLIG3mJswFrDWhs7vLBbcsXObM0+nEZZIhM9Oh\ntFapD66DiyUXcpF2H5YRNJ3Ncip5V7yOycvPLV13zrHf77m/v+fu7g6XEs47QhKVq1ocsDIvU0q9\nPOrA8yY77CxO54hqcRBjwiHnTH5ProeMBQiYGGOSYOyMzbvO4mBZrnZDjOovm0hShu01PmKYhVHc\n7f/XgbO6ySKM/KYBpwGl0LyVbyuN3TAbaY1XUZdXrKXUolkUcp+oxumnHJ+vS6JUXWNo+hiILXUY\nJxD7Bc+Kc8zzJLuy97goIjVxSLgUJHmwurGKx6nIBW/rZKBo9NZMZs4mv+91xxAAziTsT8dpFXgZ\nBsZBux5NeA5S46/gX2nSatzFsderzbvrnQXXL3Rfg95dcUzG/Z60G3l4es/T6czpsufxGNgPnlYS\nro2UHMQ3ZBi0vaY2CU4XP+oLolKEfdGzEchR/xBbqGiWIbuUai84x7RkTp2FO/csAuigc1E8aFly\nzw7B9mwrJU0HIvS/D3JDh+BJKeqsxAsONzdMRV4hxijarEXwH3u/pRTisnRnt9YkkzEpu1XUl856\n9T6Q4qA4gQHudKzDe8+Qhn5jx7DOpDjC5maPfe3Yv0V0KeqNXnHKL7IZEctM7TXs39ssBNbyxdaI\nvT/5ul6v1jNg4aSIbogBqAHrIHapwU88Ph/oGeSm77qH6lNhbtoyLFapaSA4Ga0uuTFNC61NpGEg\n7fakMAqS3YL0w9G+vBdvzKK7Zm1rxC5VgKwhjuzjTPEzLQRyhcFHko/UXJgvi7YXYRxHESZJHhcb\nuIrzkHxgOenNgiDReV6IXIg7YUaG/YGWkgSLEDt6HnzDuUrLM9RMSHC4GXiKEBWFryHxNBXeXQph\n7xhmz9wqC5nbCvvScNZ5ieKhamWTrzpsluVvRe8YdgNliOS6lnziiVq6i3qneldpKNbamKeFaZGu\nUMlNaPne07yyM2uhFt9LSmom+QZtxrmGdACF0oWLVA9ErwHckR1kvyPd3jHefUHY31HjDhcKLgYx\neK4zrQw4olL1I96N1NmRqcwli+GR0qDFk2WhaLlGRkuaItewNSlztUxxOs9CEAZwVrGihcAYRZvE\nmKpWdgbNmNCWeS2ZptR5HxspegiReirkKpyVmGQupmmnySuj1V1tIqUHZcn+1tkbbF1XmXsShrJk\naJd87mQwo9X34NLC73s7/kGPzwh6rpF6y/u3ksR4AOtJUs5DW/vhYRj773Vs0plgrFNW5QYpp3Ws\nrU8J6nyB0X5LziLGC4QwkXNWZJ5OupEbMgjjM6ztMTHrzV1Hw9LP7We1tpnrIGrr5yQGmVuR2ZSo\nY8+RZZnE23SMnIeIL4HBQWqNgGAQQiiTmzi6dQeuRQhtuKY6CcIviM2zmICvjwFKiKkAACAASURB\nVLTqaUq3bs4Uqp3I/WfzKJF27tTyZjEr8Fclmyo5yyg4jugaKFhoUEtZP64cmoUtqucwJMmySmm0\nadIQI+BhjNrqDuPanfCevNtJoK71KqMIIVCbGF9rVbQ53wJ8epOy8Pb/G62Szdduk4jrauvCv/Bd\np6V/JF1z9hzvTCznOuPZAqbbtd64Pkl9VH/DFN2+xraUcW797VUoSLp924ncX/X4rAEDNq0kPRFi\nHtSuTog9ahPBXOYZHwK7YjiEXiTtXptitnXP7Geywyvrbiv/D73BMc0X9QfRxeJL52EYy7P/Tr/g\n4rlhaaHI7iUOh8Nao7LyRvSV15PRTZkEhDV0exgGUkwcj088HU/sY+BuNxKJzNEzh0Z0TbKckPt5\n9dGx1ZLsI9ZegDin7aKg9Xf0UXv6YuhET9WFZbiErValysrNAuS2KpOnTSUJm5Uq3ijoYtgUYqRi\nosB6fpsMmS3zwvl8pvjA7TCK+3oRB3eCx1UD9QwjSH0YkAbDMJLSSJgXWss0nbmxCVAfhIuiCT1i\ntmTTqStL8znzc7sGLfv1TpTXvJ674K7LvLXUq9Qsgbo8U7+ym3+dVdp2V2xtrbiS3ejb+6KXX3rf\nbOdmzFnNNjbvrBv2/32G8RvAfwB8hYTmfxf4t4HXwH8C/N3A3wT+KeCD/s5vAf880uj+c8B/+UMv\nvI3aW9KKZRcWSKyLEUIgu1kEadG+vbITHZ7mPQSouoia6lj2Xb0hHiEpEWLoUdgAJpGeE/DMu9Jr\n2P0hdaVwGTkW9iLNZiQkLTSGZGuNOATlYOzwPogaldJ+raDvu1CPGwKMxiiTsSkN7PYHxnHHQxVP\n09PlwtPpTHI79imxeMfUIJhIShXXr1abEtZcX+xSjhXqUjTLqiq7tw5FdQDWShLfpMzznuKdPpA5\nmpzJyySBUlXBnXZn8A0VyCI4T9Lr15yOdi9FPbZ1dkWtBf0gloMxDap85iXrikLWCj51klTPoJq1\nwgWolERIWrsyqOZpRSwJZHI2Y0Nfcs7pAdtpm9uuzfOdf72hV6KcBQ47WpN2easiXWBgLpgosTnl\nZbUdiMosFhC7j9+7NfDYvdCJgZvgsOVwbN/3Nphs28+fevyygLEAfx74X4Fb4H8B/ivgn9Ov/ybw\nLwP/ij5+E/gz+vXXgf8a+GNAff7C2wvyXBgF6J2K1f5OCC3S89cSYFmYdICt07mdoyiqbe0o1+Th\nU1RjYddp3nbTtlYVhC2ktA4LiQP8oEEj6SIXoRnnhOg1q6t5L2X655GSQ3YdY/jJzi0AG12kxkC0\ncdhxONxwOV/IObM/3BLVlesyLTweT+yC5zAOaqHYeku01kQMKsAbPSlEUtR5lTVR1X8LSxTtUVS9\nWZzL0s5owmWotQn7c1koy0KeZ5blQl5m8jJTrH5GulVGRfY0kmYXxpYt2jGS85Y1WAivozVhx6aY\nGNJADZHmvDjIDSL67J0Mj4Hu5jphbDeVAYilZiVy2S6raulNCXM6/BY0Xce5Pp9kbdbOIt6sSQlQ\nglWxAVC34jzOOVyV1yxLlgE1hL8xJPHIsY0mBLWnUO2LHjCCpMaWrRimt92UtvfONkhsOzKGB9r5\n+jtx/LKA8Qt9ADwB/wcSCP408I/q9/994L9FAsY/CfzHSKD5m8BfB/4h4H98/sKWZtmH3k4L2lwA\n8L3I2EDmFhRraADjmsrJvqTP1VF32epWQNWUrVutQmDaRH6QVl1MkXE3MI47hiEpJ8F3E10bKjKE\n2jo+zrn+HBkmWqUDW+tVDKWCryL6I7iLuKTf3Nxye3vP5XShLFm8V27uoEzMeebpeOFmGLnZF5IP\nQseg0lzFkylB5e+LzFSULHqYQeANYnCEKLukUO6L4ApVx94BvDAtQWTnWhF1sbzMLNOFZZ4oeRGb\nhaKDft7hXdNWpCc6SMH1DoO1GO0xL6WTv5ZSiWlgv78R46k4QBpxMRCHHSEGspK9SjHilhOwzwa2\nNgGjZdsELBNtaj8AErLELJtgBELVZG/rTbUG8bVUseE5MOI2XZKvd1R0lmPJAZwopzfF3WIyQJ/e\nRl0z15Wb4b3yP5zfBAcJMCHYQNsa0FZi3DoJa9m5Zezb2aBPOf4wGMbfA/xJ4H8Cfgp8o9//Rv8f\n4Ne4Dg5/Cwkw3zvMp3Pbk94+tuIh9tWem7PUdXObexrfqox7l5wROo6enKCv2YxNCVV/37lGitKW\nvGwClI0Hy5Rf7ENNFiAM0JLdd+WJgFyomASArK2sU5puLX9kFwLBI4PuQAEfRATl7u4FT49H5nnh\n9u4Fdy9fUqYTp4cPPJ0u3Oz33EyL2Ae0KAzGLE2H5poMfhVpjS6zTLgO0RGjdFKckx0/eEdAOiut\nNrLe1JZyo3hGLCIXQJNsoy4rx8K7TkzopU30TssQ+XfT623CSDln5qWKpcK8UKtj3O+ERp8GCMrU\njQMxJMGblAls4GsHqnVdpJR650DzJ3Buo//hMBUtG69f15nDNRX6cfbzVfTIsJC+k3fW8crdWW0K\nNDvx6hvi6BmFTZja31yFmSworSVHw+wRt3ofK3tzm1E4LTFF9HqgFOPnSEZcipznrZHSr3r8QQPG\nLfCfAv8S8PjsZ9dQ//ePH/zZFryBNZMIIXQMw35uIqmWetYKT09PNLU+NHTeFIWWZRERGcMvUMqv\nU5/PvHRVrRgD+92Op6envnOFcF0mCfCUtWMSukdGzjO1NpFpg87d2O/2fax4WRamKWMeJqh6N6US\nVKMi9p3Bs9/tGQfRoPAxMewO3L14xdPHRhguXOaJqVSeLpOYljUZ+ApxEDmAVql1ITgpV5KHcZCW\nMbmaZA01qC6lF+ZkUyyketkNW0OCrLNxaqhZlLhKLlBFiFiwCS+9DP2bchM5hiRgqnjHZpXxq8yL\nGCxf5pkCuBBI48jt/QtCHMAmSRVPCHid6my4kDrD1jlHEcEKkbDToO2tPeyd+NU2MbeuzbQrJFuQ\n3b5J9uicDDr7dZPq7clwbUewzYYdK6N0BedtyTvNYATnWpaFGAdubsYeKGySWX7X41xWc6r17205\nL9sOiQUNy9YFYPeEoFlyjD2z6PKSn3j8QQJGQoLFfwj8Rf3eN8DXSLnyM+Bb/f7vIkCpHX9Ev/e9\n4y/957+tLEvHH/sT/wB//Df/wZ5WblurlolYaigBpTDPIzlvEOkNrdYuYCxxrT+LLr5oAUnZpppq\n2mwFHSGv1LqmciFct7Ka7kgmZDKkkWkWopO1VLu+pKbrUpK0vmib6emzSSVjIo07hv2eeDoR08L+\ncNsxm/PpyGUunKZFShLNpHyYKVF29nEYiL6J6nbw+No0CfCixl1t4lGIRdW4K701LfoVDbmxl1ms\nHAW70Zuhyet5Z6Pa2nFw2nZ0pgUqAT7Xxpwrp0kIYOepMecCPjDsD9zev+Bwe0eLg5ZrqKSdlEVB\n9UzwoYOlpaqUopOfx+SZFwGvbSZIsjtHDAMZwyGuRWr8JthsDwsAIryjqX+TLG5709raW19Tfl8o\n6ACCVzW2LdVrg6O1NFdAF763pp93TLZ/3547qEi1BdXf+Rt/jb/+f/2V/t4/9fhlAcMB/x7wV4F/\na/P9/wz4Z4F/Q7/+xc33/yPgLyClyN8H/M8/9MJ/6k//01dRcxulLcXsdSNr2uecYxgyu13mcp4p\nS2b280r22rSelpL7tKAoQhVSDesi0AUxXcSCzv6+IdYSvTMxGtXYdCzX6J5z1fc0cDw9Mc8zL+7v\n+3uwY8ViVge0plgKYVWgwkndPu4O+PRIPZ8Z9wdag8vlRBxvOC0T4awTqVof53IiJ7Hfwwdq8Fpq\naI1/SIQmilgVR2wN38TXpRnQp2mwU9KWZGOFaZpEAqAUWnVEn6jJ9EF1lN2pbL5bXbhqRfRNiwju\nnKaZ42nidFl4nGVwajjs2R/uGG9ucTEK74NGchLQheF77mVrdb6XHsajSSF2C0fBmcqmAyTlSwwB\nomxCra76G3Zt8oajYOCntb5DCDqiLyVboXRg28qtq5LaS1D2QbtT1YKCyALmXInx+ob/XumNv1pD\n9jxjRttzbc3b94dh6Jhca42/94/+cf7I3/VHe4b8P/x3f+mHbsc/8PHLAsY/AvwzwP8G/GX93m8B\n/zrw28C/wNpWBQksv61fM/Av8reJa9sa1HZto1jbTW0pmEVXu9m6qVHJuCWI58czRfDcW5kyrOT8\nhoDjZYdvpTJPk9rVZQJr4AG+F8iMvCOVxaLfF43IUgqXy4XpcmFZJkoZEHl3GbLrxs7W4jTilC5q\n04LwIbLbHUQpPUbcMBBbJY47xpsbjh8njpdF/F0VSS2t4V2gzhkfC805otdR8FJZMjQdevMeFgcp\nBclS1D6yNeFiynkVvMLKibwUajESUGIgUKvqZ9SmnUy7aSSwCvhXmJbCXBqXXDktmdM8MxeHC5Fh\nt2e8OYCPXOZMC4lhJ340zjnOpzMfPjxwfHoS8A4R1wkhcHNzw2G/57AbOdzciMhOipQig42lrrux\nZBAmvmRl01p2Pp/vEIA86TrZlM/Pslg7tq1Mp9PHNguVyypNuGYK1WgxsibctgngMC7YNXaX+z2w\nvX/s74L0p7wT1qrIIpqDnHblPvH4ZQHjv2dtOjw//rHf5/v/mj7+tscWJd4y1eZ5xlSfe1ejyC7X\nmZQKIho+QbMhn7IpKVYUGegBKA2Deko0su6aq6ZDkbR3k6VcBQp9BCeqWkauKqUwL9MKjNZVtu+H\nMo1tK6yUIuI+XrGSKvqe+5tbbu5fcF5mmga4YX8gjTuaD1zyTLxMAjzqjjR4T0MVy4DDOFC9Z2mF\n07zori12i0GV053yGprfCgSrq3wXMhKxGdGPEGapLYvqpN6uSqV0bdWRqFXKjlyF/j3nyukyc5wX\nWhgF67m9Z9jfyGyQcwzjyG6/Bzyn04W3b97x3bff8vHjR/I8kR1UhwaMA4f9nrtbcUDf39wQlQ4t\nAj8ZmyYtJUMLiDyg2RIaF8P3Xc15sVIYdGYIJIOwDMOWVA8aGrC3G9/Wm7U1RBCoiruZCQ+v06VW\n4tq4vTI0wxZYdVdreds63TYJnncbvy8x8OnH5xs+U2DTyo8tmPNDeIRdkBAEKGqtUQZThYoaeGJH\nsIWfL/qddiMI+Cnfd1QyyyYI2Vj3tg61XndYI7ilsgrGpjTg3ELwQQePxD/CDHa3x/YztO8FpaBr\nTzgn437Hze0dp8uZJS/UurA73DAeDuwPN0zHylQqbpo7MzBQSSUIQUlfe5dE76KURvYQg5CqQq00\n72k+M6iAj0RhhNTk6ACm801G5QOgOhK1LJJqF9T0ydElAJtTNS4hdS2lMeXCaZo4TQtzboy7xOH+\nBYe7e8b9njDuiGlPGvc0JLN4o8Hi/bt3XM5nWslUnSuptXK5nHlIkYePIx8+vufu/p5Xr15zuL3t\ngbuPBOhW7tz1dfihgDGocZWBhrNydmoVA+o+RVplTsnjf/DG1hWHsTrhutzZlkXrmtdNxq03+BYn\neX6P/JAZkpU4P8TN+NTjswWMbWplH3Ybpe2GM/MZ65RIYFgkihP0NQzfMGET9alEsYPWeopaSiGG\nayNcI3HJxGTsbTRgs2usNeb2fXptv9kFMn7I5XJZeRn6mbftty1QFkLcBM0CFGV67hnGEXOoT8PA\n7f091IVHKvl8YsmZc5vkvNRCTjq3AiKAPAQ8VSjkwZGierX41tW45pw1IERxWLMSsNHl+MziQJzJ\nSlfbEmd3RANTb4ymRLhcK7mI5+3xdObpeGbOMvp/c3fP6y++5Pb+BT4ODIdb4rAn18bj04kPHz7w\n9u1bPnz4ICxQ5/Apkb1c4541UDk3ITVdpknWyjCw2+11WHGi0pTAZiDz2tiz1qmpf9mGYtfDSuB+\nwwrNrZdwtVShwfvvJ+IGbMq6vWaO9mw1rBaJ8jdsvWy0Mcq10PQW5HyeAW9ZoFtW6A8Fs1/l+KwB\nw9Kl7QePMbIsy1XE3rLhjI4bnChKLfPcufqlqBFwkUo85SzCK86JMG4T6b9QBNgTlfKiE39ZwTFP\nCl7VrOjqVXZYpgKut0qXpXShnjzPnE6O0/nINN8RQ+gubN7JTeyaTMvartwIOC9enDgPtZJDJaWR\nYTzgwkhpMy0MjLf3uODJufBQCssliyfsMoHbMThH9YXiZzHqqYEUHL5VhuCI1fQvIOSFuDTiJMBu\niomYEqGb9RjQJqpouQqzclKq+5IrrkqdH1wkOQk4uVamWpgrHJfKw7Tw/jzzNFfm5nl995qbL7/k\n7idfstvfKKPzgA8D0/HE49MTHz985OnxIyXPUkJFp23kzFInXKtSOuiwWq2Feblwns4sZWb0O5or\n5HoRjVUPkZ3Mvjih0bdWROWcJnoSrhHjNUNSODMFj7Ssaa13amqpNC0dvHP9IdCEE/9g5U54v7KK\npZJeg5atcVlTsgG2KmusVVVvq067ciqAtFZDQkRTD9/GWn6spK918/vU4/OJANd1jn8bIMxEx+jg\n4zj2XbkHF+/UzV0WUV6ychDkdZdlER/QaVJbAicyc933oqi0XeuZzpoN6IVsTeZFmqFSqyxbret8\ngLE/DRCrpTBdLlwuZ3KeCX6UNLNWai7gpabtRBykjVN1ohJVUx+GgdubW6Zl4eHxkVxEayMGR82Z\ntD8wTmcgk5cLx2kihUQLAd+ckDVLpc7CxfBUcvACnjrfPUnDItlH0GAtDmCroJC9NxmhriudW2X5\ngo/46Ikhihq4kohqkezikguP08JxKmQXGPYj969e8+onP+Fw/4I0jOACw3igNUd5fOJ8PvH0+Mhl\nOgFF2KleuKmCDTaZ0A2RFAMueiHjVQGdT+czw24kl0wuMzYnYrT02gxArziK4C7e4ZtlAytz0zW0\ndUwPBn0ze/ZvCxjA9c82uJqNClRTxdp0SKwTR7MxSvmeLcFaZA6nlA2GoT4rUXVFl03p8pyyviWX\n/arHZ/QlkZt1nuee+nnvmaaJSVPLdXpTplhN/h48g4Kl3geWsDDnDMuCz1LmdEVvL1oDyakeBepC\ntmmrdgZfsyG0TfZTVmm73qmxi7qpKQ0fkYxjEXJTW7GJtYfueukkv1sRbVP9+zmT86R+sklYnTcH\nljwRXGW6VCYHu90Od39H9I3zEyzTmfNUaGR8sB6/tEGLh+Dkhkot4n3FxOedh0ATgpZzq9+nfnUI\nRlHVKqCXklW6Mj7YNKrgHuLmvjAtC+d55jLPnC8XlpIZ9ze8fPUFX371Nbd3d6JpkoSoFWLkcpk4\nTxeOxxPH85klZ1JQyUXvoFWSF6e2JtGKpTZ8FhZlwzHPM+fzmZvbG2lhLoWYVJyoSeu1ZtMBqdIe\nbcaR8d2g2gKGBdLttQ42vRtWnxG87+CnLIfraddtSbByJ8qzluza7Whcj+rb/WKP55ieNQ9KWX6Q\niuC9eJh86vFZVcNrlbkQ5xZKWcEcsSoUEoupF2X1vpChHZkN2cVECFkXbsapSXDOWbQi2yok7LJK\n2tfGENYTHFNSG8TQndQtYCzLQtq0skIo1Bp6NmFHX0xOlKzzIiPc1aFWjLaYtp9f5fRpMieBpYw6\n5ajl0+n4yHQ+EWjs9zuCbyzTicAtY3D4WkRItjbmuYgpUmx4CiU4lgBDcJLCe8dQs4K263BT8ugg\n1rpryui7MDfNzd1rmeKasFq7gXBwNCeYxbIsnKcLl6VwmScuy8JSGi4m7l684Cdf/4yXX3xJ2A0s\nSwY/sNsPgON4PPHw8MjD0yOX+SKdrWEQzAmgFlKK1BDEj6SKC2rygf3h0EsJc253iMlQdIkhjXg3\nkFqjmC2BtVbVjd5+3/A0wzR8il0FHegBWUyU16DhLHCg7FlAMsmA99tWKH2tV3+NRchzQgdst+tr\n+7ANdRssthugZRSWlW8d1j7l+KwZRuvYQ8W59YPZeLd0E65rsS1YJArOYtTrlwV8IBfpey+a4ue8\nqJdD62ljLoVYiqhehaACs059K0rv4FgHZY3slejrVS++IQCfqJaLRN2sTmC5yhSnvF9T1NZMQz8r\nzv5fg0trTOcnHp4e+fjwwNt3b3n79h37/Z67+xtuDwfy5cDsGoN34uZVK/N5JiPWhXMFVyQQhQI5\niHJ4cDIQ5r1gKaYQMUQncyner6l1k9mU4MyAWesTbZ+izxNfwtptHqZlZsoLx2Xhoo7uLQR2uxvu\nX33BF1/9lJu7F7QEHx9P5DrRmmdeMr/382/43Z//gsenJ3IpjGr7F6zUaZ6KGVK6bisg7uUvtGOF\niDj7RKUyqpizyBWMwi8prUsWxJDwOo5ga884PpaFxRipXuwpHcLg9E4tLpRzEVIkJAmirZodpO9Z\ng3XG+trv2Yd159bZqUYVZbBnm9f25rfAZs0AWMtxK+e3HI7tQOenHJ8tYJxP4vGYUmIcPCmOm+jp\nSHGQYODEcUsmDH1HpJ1z4HVEWaN8a45FvTWYZ+mMLCKXZsbEoODo4gnOmKRrALALZBd4G0C2qamN\nG5ey9BFrnOuRvNeNWg8PMQomki1YOFJM0GQmJS+Svh+PT/ze7/4/fPfmO96//8DD0xOXaeKrr75i\nHD3jzS0pRrIL4sf64pUI/0yZOT8w5Uw5N9jtGAfRdMxVygpzKpNFL7hAcI7LUpCNVtzgg/PKZHR4\nQt8VnXMK2q4dAx+U+Voht8pCZc6Fac48ThOnpeLTyP3rL/jy65/xxVdfk9LIpczs93C+TLx5+5Zv\nv3vLL775lsfHRxYFq9O4Iw4DQxJTKGiwVIpbwCf5+y6SxoOwY8cd0W5OSe/YjTfsxp1MwLqoXTDz\nJQ0b283rND7FhGuN4ANLXfrGAWgmKcxYU6MPCr46a9EGT2ixCyeVWnG1rC1e2CigWYdDgNXW2lWm\nO6l8wrIslCpaLTFF8WqJm45fUfHlVvGE1QleOz8/atBznmVwC8zLUgCfnGXW1EBBGfGVerNYK9I5\naoEaKigKHZ1nGJQNN8qFLZeLkmsk/U8xadtQMI6mrVerLS1gXPe819qxlutWlyHa9j7DJvNpkr9o\nyzSSgtojOEnzZcqzsMwXzscTx+MTHz++582bN/zO7/wNvvvuO46nk7y/EHjx4lYcuA97duPAdBQT\n6SEGDodbXr8qLEvj4eEDp9NZZPL8AZ8kaHTqILKrNehuZk1HvUKAFBpJx9/FJ0W6Od5pO7Y1GWl3\nTnZBKtX8R500LqdaOefMlAvVRw7393z505/x5Vdfc3f/iss8sVxkevX9+w988+23vH33gcvlQm2o\na1wkqsVAHAb2+51gKXOherGjMEAyxkGp1A7nZVx9WYSEt98d2B/2pDiQm7cWhZSIiHK5uMf5HuzN\ntCo4FekVOIqgCmM2FNecEtac3vjK67A15fQ1Kg3fKs7KWXGaEkczFWg21W9ZfwKI5lZZamEpYsFR\n1YC7efldezSvylxNzaS8tLZNt1XKLnXE+8Tj82EYzoMTx7Gi/PoGyrNXVyycEmXErCcXSelbWxW5\ngO65aiCp+WssBl6qQQ/KT/hePzyEK2e166/qKVIbTadis18nZwF8NA6CCM9YCjkt84b01ZT8Uyhl\nYSkLNS8cn574+P4dx+MT796+4ZtvfsHb777h44cPUjoNA0MYKcvEMl2otbDb7Sh3dxyfwNVKHEbu\nX9xrdrWwzLMMi5XMkGT2woPcJ8rKFNk7OS/W/hNbApHE867JuDwOc2YL3hOA1mnM1lNqqtfZyA3m\n2pibuNuPuwP3r15z//I1w+7A+TLx8fGJdx/e8vR05Be/+AVv3r1nWXL3BvFeCHfOexmKU0tEaCTX\nyC3gS+mzIjFJNup0AE5SHpnQPOwP7Ma94FtZNiibnanNcBn6qHnc7MRN14H3OtwWA6W4vnF05zbv\n9KY3KQWv4PG6w2/Xa5+C9dd3cCnrWjWQfcvUdM71WZEtq3N7bIHOledzPW37KcdnCxgdjdeUNutI\nci6ycCydstTP2HWlFHwV3cwQzEBnJeAMw6BiKELWkkym9tbn9WSg725Ya4P82VHNRLh14peNxl/R\nu9Edp67krfP5jBX8OS/M84WyzMyXM/PlxHQ+8/j4kfdvvmOaLnz88J4P799yuZwAaaHKA3KeOJ9P\nnE5HXtzf85OffMnLly84Pj1xOZ3lcyvI6x0s86Rd2qYdhta7Na1laBXvJICGDVDYlF9SEJf4WpvW\n6SaCS+elNFcprtJsbqRUJpXsy1UGxe5fvOLl6y9J446n44nj8R0PH594//Ed58uZ4+mibWSvO3Hr\n5CvRJ1X/1CSU/uoh14nYZLTcO7dqloSED7F3Vna7Hfv9jZ4bCE26VCDBrbTWXdKNL9Fp3RItFMyW\njCFGK1ObktPWLoi9Lk6Ch2seV9a1thVoMiaxdMsypThdI1nXFRgJcGvFse0aGrHM1mG/r57hfNsh\nyx91SWJ4gH2ILX6wZaxt5y5s0k8+fCHG2hl0sIrfWGBYlqULyrrWVnrvD5zotS6l/+z7zLgNdVeP\njmTrgmk04R9cLlxOJ+Z5JgShi5+PJy6XI8t0ZjqfOD4+8vTwgaenj+qcfqG2TEoeENc1H7wI8jhH\nXiaOx0d248Dd3S032hlwwDR5ht3Iixf3pBQ4Pj1yPh2Z88JuiOoa3nqWITu5gJ2EKO9f/UJtLkRO\niymqq3iLc/3TNg8t6FRva0IBXwpzlTLFx8jL119w//I1rTm+e/OW7757y+npwrRcWPIC3rPb7fv1\nag4FvUXlTOZ/RoZhJ2smwFKc0rQdUQWXo2ISMUR2o4Ccu3FgGEdSjNTmmOrSKfD9erUmGZfaJK6t\nz01r01/fkL0Vz7pe7B9rEPFslSm3AKRlBs8p27VmpERfNybDLgxD2wKezzsj9nfsq4wurPfDj5rp\naTaEdhL7EJgCjlscYQtIbunkz/GG55HVxp+zBR3NFra6AlVbqdsgsP27axus9bkAmWBcx/K9l/Hp\nXt44xzLPXC5nlmVmNyTmZeLp6YHpcqIsM8t8ZlkutJaJasQUomdIAe9lve2cNAAAIABJREFUd501\nkxlSYNyNUqrVwul85O07x83+hiElDjc3VOCGO3b7PbUUnh4f+fD+HfN0IbhGWSbIAloGZZ1Kd9pR\nmky7CtWdLugTLKvwXinwugvruWi+Ub0EyNwy01KZ5kxpYii9v73n/sUrhmHHw/HCxw8PfHj/QXxN\nBlGy1o2cpjyIoHwB20F98OLcPoyklKgehkUEaUIIjLbrOhEEGlJit9sxDAOjOsn5IKWiaGiKmI5h\nGbVbHdrNvmYL2w5dvyFBg+ZK0LpeN/Jd+0zPy4DnfAxb+ysfaLWrMK3YnDPjOPZAs2It4eq1tkHJ\nnmeyDz80CPmrHJ81w7APYYHAZPqfB4LnAWMbne1kbE/e9sTGGInas691JR9Z+yn3urF970I+xzPc\nVS3qri6SzQ3YEFwthWm6cD4dScFzPh55ePhIWWaidlgte3BuT1kmAUeHARZt2c5ZOkTesd8P3N7e\nkZKoeL1//47L5cKL+xcM48hN8OyWoZOOLqczL1+/5vj4wNPDR8p8YbmcybNwOqJ3BGk6iW+H8i6G\nGEle6OPJdrK4goHOS1sTUI9TaHkmF8ecG0sR9a/hcOD+i6+4e/GSFjyX85nT6UTOmRiGrjd5ucws\nlzPNQVIHt3Ecu92gjIqbQ3oiNclAwK6vtuAVY7GsJEZxkNvevMak9MF3w26c+YW0ni04DT5NW8lF\n+TuGgf3QXMa209LH6J8Hmy1u5r/vL7KdbzIC41b/4vnf2b7GmrnEq59t1/SP2pfEJgHt0Vrr2MB2\naMZOoE0Nlk0Gsp1DeZ7y2UN67YFl0+Fo+prOua4k1QOGc33bkOebPNpqTGP8EHuv1mKsSuuWcisz\nnU88PjzQWuHpw3vefvcGH+D+ds8QPSV7avDQPK16Ugrs9yNeR92juqUFL85r9/e3+JD0xivkmnn/\n8QMxRPbqdD4OI7tx5MUr+En+ivPpxMe3b/j44R2P797y8UMmzxNocy/qTI5zalisGEBwSIsST3JB\nnmOZhhGPbJE3jyihi/LWbnfg9uUXvPrJVxwONzxdZk7nC6fTWcssekDvOyKOqBjUYdzjTXnNS8s9\nRmGFNhoxCvFqy3QU9qW+tw1uIB0DAUFBv7hwNWTYAz/rzu2D1yncwGJCEo3vbSp2rDey+uWyzm48\nz1i3GYJlqM/b+JfLpeNv9h77UOUPZMN2rByldcLajr8TI+6ftSSRE5Q7Tdc4EaVkTCHIAolZABSl\nAZdQr9Dj7QmqtQrhyD97PIu2laZZjfp7elOAvlaK7pnMJuMwAFF+Tid9WZCap4nz+czD4wM1L7x7\n95a3775jNw7shsAQdr2EiVRoYoEgvpiSmjrvhVPiHLUKN2G3l9kaAcQy5/PE49MTHx4+ksY9427H\ni/s7bvZ7UozsDjf9Row4Sl6Yjk9QFsE0vCNqjPROQM3Wam/DOgX31v0XUKCwtiYgZzaSmiOlkdu7\nF7z+yVd88dVX5BY4Pp14enwi54W0uUlbE12OcRQHu0F1KHa7PT4GARcRUDb4hHeR4CvBi36HzcN0\nENCJnYLdMFaWAuRi4sBrjb9dM8/nPtbrrBuSr7h2PTJuk9HPsYhtpvscC3ueYaygqGQ6ov85ixDT\nNFFr7TgErG7123O4zcrNiW7bKbFA0QWlPuH4fAEjRWrJ5GwWbnI5t+CnjC9rAMmLtp0E7LILZirX\nXuvf1r7P3ef3WQziB1qVB+LxvvWBNueM2UgPCrSN6/vmsOfaxU8pscyu7xTBwel04ng8Yf4nZRQJ\nwhiCgIy1MY47/flEzsI+dYuTEfFpJi+ZeDcQfGJeFrzPiGZm4+PHj7TLzHg+Y+2lwziyGxP7ww2t\n1X4OTymxTKIvIaIWqgJeKxmI2nqtzVNaFe/TUsGJ9J3Qrp3odC6NeaksS6O5RBwCh9t7Xrx4zf39\nK37x5g0fPn7geDyCcwxJxvWXnLtGqOiTiLTAkAS/kFa5yP8FH3XOxfWysA9WGc4RFHNxdLWspPhF\nq2K0ZN2z7XUzU6RSrmnYFgxyKZ3uLaC3LIva52sMIN50SrS8W0uAK3jUluQmsLhe0hovKeesFgqb\nITc0C1RVeimXamcYV22fe7+i99u5qB91wEhppFbXx3VzFS0AmqMWke+XjogwOIV/JZyIqoNINgVK\nFRn84LQ1twE+U0py4pXA4rUFWKpY2ZVchLiDF+qvBgZhckuKCYaaW5fEHKqkP9+aMB4Nv5C/OwKV\ny/nCOA64KKI4cUhSW3vzdYU8y+feiTUY83CR8qZkSacX+Zprk99LgeoCPlRC2oGLnC4Tx9NMLTPj\ncGEchKyUqnFNRm7uXuFc5HBzS54vTOczp9OR+fREzhdqzaToaKpmTlm0pRKlZVyguQBRzKovuZKL\nZ8qB0+LJbsft/QtuXn7F/v4lBc/Dw6OoZeVFdsc04F1gyRdVxIIYVexIh9FMksDo1SnKDhy9owSZ\n11jb8kLtt9LTW8qvuIcptvks186ySbnMbtNKtbWGNDeceLa0VqlF5poqmg1XIQ6aunprhmGtdpKy\nZhZE/p+eOUb9LJa9glDNZQOUf9Og5bIhyDWiE2MqCxhrZ0Soc40q16oIgFvcgld6QtbgvCw/Ygxj\nGAdtQQ4y+5Gh5ap026oUWbnAkiJfp3g9U2CbIgrTTXrmsXdipMkh1G3nHa2YV8TadTEijqutI+fb\nY1uWbEEmYJW37x0UCSAO10uH29t7DrsdIcB+NzLudyTvWObQOSIJBRF9xYUjfl7AzdJCDkm4A6Uw\nDDv2e6HSL/NCKZXd7sC8yMLMpfYdvDSIunuPuz0peO5uDtQ8czkdeXp84OM7z6nBdDmR1YrABU8p\nsFCg6iAXouvgbAHmSmli2IMTj9Offv0zfvLTr4nDjg/vP/Dd23c8PR0RYl1Sv4xIVu1UcIzDwDCM\njLuRYbeTmRYnsoDCrRkJKsvv9aaqXtXY/dqdCmoXEHxYB8S0kyW8CbmWlng+x7+cZk+WD3TuwhWm\n1ZSX84x/gZW0AtYKvraCrV41NOT9Cu9li09sQX+g43bbkstIW0ZO8178cdkEH5nNkc6Vr62X2DlP\nP+4MY5sFbMV+n9dldlMauLVexI3OAOqk5gS5l7mODQAUA3FIGBVddhdtr+pgWq/1HPhCT/G2+Ipp\nOxpQ9byWXDsmxlj0ejFFki7tRpyrDDGQ0igmP7Uy+xnnC45ADJ6hFdJSydUTqiMg9oU2OCUTqYN+\nBscwVm5ubsnZcTwdmS4L52FmN2YOTdS3XRRAsnmPSwO0HUMUr1KvaX/DscwXapN2Y2mIQy4NlkKu\nM1kH8GprzKWwEAU8HQb2d3d8+dXX3L96zXme+PjwyOPjkXlZpDWaEiFKdmBdEu89u3EnfAnLMLxk\nNB7PMIxil5hGXTh27kMvUZwPmnVszK/0Ydf2qhvhbazM1qKAvuu1s7JWuBRXeEExB7tVHGfdwCzj\nqD1gmIp60xarPX+7ZrYbnv3bAoa1l0c9P9egp5VrgaJDjEE7SGvnLmhwaj/ugGHRdTui673vUmRb\ne7fOddioIK3logMvY+UV+jZiO4Q8RZSuoVwDlwou1k3QKDRcQboQOtUaNgDrc96H1JbXC0AAJ6t7\noy5QL+h8HIhDJCRV4MoZH0eiMRBrJpbMMAr5qTRPaQsuDOA8zcnIf0qDzFYkmVlpFZbsOV/EfvB0\nunDY75VFKDMLeC/3v/N4AsNO2nAxDDg/SMZQBDNyDfGkdWLrSGvkKipbwQv2sNTGxELFs7u554uv\nvuLFq9f4OHL8+MAvvn3L0/FMLk0c5TVwtwaB1e5hv98zjDvlTEgmYbtyHEbSsCemRKkN3zI+JJ0j\naVdqaJV1x+2bv7OgYplE6MCgrY31WjnoU6bO0IPrTayuLf/nbVLB29Z1AlxNkj7vUmwDh72eEdi2\nHRLLLmTYLGJ+PBYYvHfUutAKujbMoqOpmpxsej/qkqTbBfhVHXxLxlqWRYaRNgy1qxSzXku9b1F8\nISBd8+x9COL8Xq/1DdcLpq/RhLVYsGi/prK0zb9ZdxnnXH8/rdFv6NJk+GfOjVjFwcv5IAveJ8lm\nYiEOmabOXqGKuQ9pR7hcaOEE5ws+RJwfpF72kRAHKRNcIoYMzXOZmuzoc2ZeCufLwmVaGHeVhFMH\nsIQMxlWxIBwd+xApFY6nE6dpYjmfyK3iG1CFCVl8Ex9YKjNZzhONc224MPLl/R0//fpnpHHHw/nC\nt9+94/d+/i1HHShTcineq4XBZvLTBzlfaRgwDZSqQ31p2BHiiAtRvFubx4cLvq5dj5X8JabSFVXv\ndOvmsr1Waylh6ua1l5Jbhiuo7IBDVciriBtX3Xi01Omblpk+WxbTQOQNHD40tU4MEpTCWiNVHSvw\nwVPmyuly5nw+9WwkRhmdj0m4KK0tki03Jy15wNzonY/4MAhArxaJ0zxtupCfdnxGPQxzNHOkFBgG\n85RYFFvICC2jbtpk2iLLWXGO61SuH14q7h75nbtic/ZWVt9J1sp1fR1P2zIdn5Fg7HXseN6WCzFB\nlSG6ec6kVEjJUZonV0fSASXnR0JstFjEY71VwjAScybEC80nDRTgQqISKM3TEFk25yIhCjh7lx2n\n0wURJ6rMS+F0vrDbH2gxqhaGuXh5XeSix7m/bbz+8qfgAo8f3zKdj0zLhGsZj4DA3rl1tL01mvcs\nznN/2PHyyy+4e3HP4/HIz797y9/63Z/z+Hik+cawHxn3e9I44IKnlpnSVoq+nT8BKYdulwgQ4oBX\n0hZOHdl9xPkG6veCW+eBBLNc14LdjAai4tZypDXI2nWTqWP6zt2cZSprt6yntc5d7RxNu3vBX1O1\na92WNusmJQLW8vecp2+SIP++nM9cLmdpL4eAi0FxnVXjovvYaLcQvJRtfi3np2VmnheWufRx/089\nPt/wmdZ2lsJLGVK0lbrZMeq6sERr0dFaQVTiBIPItZCUU7C9sWtpauqyqjI/TyOjD0ybWGPBYMvJ\nsAvUU1VdYKvECsB1VlOKtCCDDrfVJjuQcxFcoLkgfqENvKYxQVPp2gohF3ADtQUqQnKLcSCEAQjU\n6sSRPgRcdDgiU3Hc3L+g4Jkm6bQsubHkyjAGfExEL5wOygI1EoK0VVNw3HtdnAHev61c5gt1KQRX\nlA4ut2NA03wHLiXuXr3k5evXECK/+O73+L1ffMOb9x/IVawpx92Bm5sbhiFtMrqg2eWgJlNieB2U\nzo2EKcUqdGrVtw6IOud0OjR0IRunxK0QAqhGipHsnN6dK54hdHgByjc3eWtG6tQb1JTGXXdql/Ub\nrsuNIiWSrb/nZkNrV2PNam1g0rLtph2NaVmYS2ZwAj7b76wZwhp8TGvVBi9LqyzLzDRdVCry/ye+\nJM8dtHe7Q0//n56eutZEzhXJMtb0UX6/Uavw7Q0DsfQthqQ3/IoSb8uQNRioOKxvsPHL3IKZNoLc\n2FLH189hbdRtWRVjFO+MZiw+2Tm9l4lK2REjrQWaq/g4QsnrAqeKe5mPwoGonsXPelMEWhVmZWuO\nmEbBGYpjSDvu714R48jx6SiM0Ooo1VGKww2RMCZCLZQcqTb6r8NX442oVM15ZqmZab7wNF/IVcyP\nosy7g4NpOjHsD9wcbri5u6M6eDyf+PbNG75985aHx0dcCOwPN6KAlYbO7g0hEYOYIQvYOepou+94\nk/cinGSBuV87t92pnVLBk2pY+H4TRuV20JzQzFWWb7W7XDscUrZsQULdcOTMdKAxhUDr8n2AohxA\nn1OyEfegXZEeMLima8vGUPFNumnee2YVvxaJxnb1fFubsnEISa3rtFTxyIkh0spCVrPxVq79VH/U\nEn0WVQ30dE5akDZ49Bw5tsVhZUOn0Rax8wubkXO3MZZZ2XyyQLyKjchSbJ17YfyLFUu1QIGmu1Ir\n1r4LCRLQeQApSetPhVRCCwoabsua7WyDYhF4aIsAkfpa0kaupBZII6RcBdfA4f2A3UStrVmO95WU\nBg43TgDVENWVXViYucm4OT7JTaM7qK+FUqTelaBxx00uXKaJtH+kPT2xzFl9PSRI+SaOZqHBeDiw\nu7ljKY0P79/w9t27rpqVdmOfmBSC1MppiUl+FtMgqTxmu2DBQUWIXejKYBqr+mEgZoxK+IrKzXCe\n4KMaSwU5n/IbGEzhehct9g3EbaY/jchHlM3JBWSatzY8K0Ewhkhwq5u8/G0ZdmubblrxHleK8Idq\n7tiGs95rLbRaKMtMLbmDnVuTL/scVYVx8rxAq0QfSN4THMxN+BuiPr9OxZps36cen1Vxy1o+KULw\nQYAvFTLJi+IUteGcEKzkHt7Up7Uy54UwzzgveEFpaH24pd2u6eNqE4MIyNR1itVp6hq8zUxca2U0\na9uyAaqiIPmxZMIsMm1C9xavDJxNFZqwixF+pPb2Wp+2mnV4yvxXhEhUKpTc8G4G3e2cF+9MKbek\n5AquEQdFFbWNtuQivi1NNDCrs9Q/ilJZqdRWcNWxzGJQNOxHXkWZYXl4fIR375jLWQWSfRfdydVx\nN+y5f/GKcX/geD7z82++5el8orRCHCIxCckoqtalchUBIe4Nw6hK1q7X9StmYAQ8T0wqQ7cB+QVn\nvCbopRil84RIPBqLs1YpBY1NKUHcSFDaWvaWrUTMK7e3QvW6e+2cOANGkXUrDFMNFs4TXRSgNaYu\nzGQMYgkYxvsR9Sy6khfkZabVSgipn5+1DJK/242NsuBeKQXNwCs08VtprXbdUYFcfuTOZ3kpeC+0\nbmc3AqJzOaRBZPp1R+iwZG19fkDaout03zzPvTZNMTJsUroYAilGJWVJS7BVQcAtBpncW/CB6CPB\nhQ5iPU8Lr/gWrApKls147/HNCD9WvyK6mqWtmJlTopcGIVGgFuJPoxKiI8bKMKgjlr5fj1cBIdE8\nRYNk8FBdxflAHMQ5De0qLVWczJoXi4UYJJOpJeOrlEg1L+Adw16G1168f+C7797x8eGJ83xmV6Iw\nbUsmDZGbu5e8ePkFKY28//iex8cHaq1ElZ0jONKQhJiVBloFnxFRX5+IaSSm4aq+djhlWmorXWdd\nWpMduNYsQc5BDOKPGjXIB28eHYEhSqegaFrusJkRwzbWrM94GHJOkxLMrOxr+FbQvNX6S9BkjCC4\n0FnG0Xui0thBmhg2qBecUFqaZRMafGgBWkVkGyVg0OomM1vVsqybl7PYWDgaMSVSEruH1iotF3yr\neEysWs4dz1rQv+rxGbskQvdelkJrMylFBW527PdmfzixOl6D91aTrQSbVkUl3BeVkVNevZUjKQ7k\nmIk+UFyWTpn2+YJzutjcJpVdg0PdsPW207OwKVk2IJqlstfGORYw1LHbbzQTKgLObYKRfCivqbcX\nIWQv4GTTN9P9ZIMxBlXbA13MCvwN40gulfPlQslF2J+1CfMzDYIDlciyBAY/UENhOh8pNOJw4Isv\nf8abN+94++Yd03ymtapCRI39zYHbu5ccbu5wIUo2k0WAOdfcZQ9TkqG6FEdlkcrnFyKXdEAaWXdA\nLyZKevM4GsE1MWEqmbzM1CJpuGRjXpmj+vBBM41ECol5lnkMpyMHRtryXjshTRXFKBK4oQObKSUB\nh4F6xV+QkHGNR9hjHQyTMiBT6/WGktVpT9ipSVuuDl9QCUBRnDP7CxRANfUtKy9cbWrpKNgN2Nos\nOCcSi1XXXC0F72R+61OPz+hLshkNb6vpsVysQfkMksabsE6tWbfm9aIA5FJE49FnYll1NoCruviK\nl4FOZyqyLv+vz2mbtO+KgWc3uxw/hLP0hVTXf4P25DdBwdJdoT87wSMca+kCsjNu6mLp8ugu6YIE\nN+iPsmG4Gh/EMrNcKrNyWwSS2QmI6RvNRakUamYujjrPjCkwHu55+eon3N19y/l4YVkki9sPO25u\nXnJ79xIIHE8Xno4nbXPLeUseduMoalhR6nAJBB403bbvm0Sd7Paud89ikIBgZUqtuZcIIQhdetSd\nOKUk065pkF3eB6JvZEIPoDFFKQGLYQErH6Q1A0DpoKVXmYEyKRrf9JpYVuyClCe6AXnLhTWFrFnm\nO2QKWOQWa3Fd/ayvO2xzgZpFq1TKOBVXVlay3Qc0RIYw+k2wkAFO62RB04ys6ibj9fU+7fisviR2\nw9u/t99bo/xK3FqWSYKGRnNTbKY7k7XOxLOspBTBKbqXhHPd1lJ2bBX4pdlIhJYs15Op253kh8aL\nnz9PpitlYdO8ApArbLfubjYpG/TfazCx4+rvavvWJhxpK2VtS0uvTUBgkbhLNGDJmcs0aV3raS2i\nAnXU0ljmImrszbHkRsmNcSduZY8fP/LwsFByJd0duL97yX5/x7xk3r1/z/v378XKMUVCzYQUubu7\nY7/fiRZmlbIgpUFu5kHo3gLkLT0wWhvbsZp0e++opYgMn2/9OVtvjiENDClpSbAqhBkmFGvVboqY\nClnw16WgZcS2a4KC1s90Vpzd8PT/YmvGNr/ebTMyWKO5NTOVjp7+4WfU9VxkYO1qxKCDxRrgWiUF\nW4+wlY0MXoJTz4ab+rlqafqpx+ejhrsqzmBNIqjbtJKcRuvdkBQQWsitQJb6uTpk9kIBqkZjKVJ/\nu+yZ8sJUM7SFgrA2gxMVpbIJCrUsGoAyMiqu04KKK+CTBh0zv7lmj8pFqv3hXMOHJtoJQQWO8VI/\n0mi+UNosSt/V49ygdgOK2CtCUSgiMa9+qlZetdZ6mdManYxWBLLvxlDWJvXJ0zJkpyn9RQyecikC\nvI0jKUQZcpzVlLoWZQYuUDPD3Q3jizvYD5zeL7gG6bDny1//GWk3crlc+PbNGx5Oj9TgmF2huMYY\nEuOw5zDeMqQd82WhUohjENbiTvRAcm6aCUk5tdRGq4pbsGHRaldNRr7Xm0wc55MK7Ix4J5nYXGTD\nQG/amBLpMrCLO7KvPVtpTWjrzjthXwZHbz7p8Fv1iVYdprWhb1auhZbI5rre9/cQcTXhtFx0BELQ\ngqZKBuB00jnEwOD3vH33lqUJOD1oqVVLpcXWW9IUWw+RFKMA9k30X1rLuNikoYaAn14B2bbpAH7K\n8VlLkk7zbq2TTGKUmtdVaR/1G1Sl3H2T8fTnx1oelKv+9PcyhA3ws43sVo54HZ9erQPWjGDrbWmE\nMtmBXN8N7Kit0bR2NExjxTksxb7GQ2wmZZttiY9p/d57Nparfe/5eW2tqU6EZGo5i+0ApRK9p4wj\nrQ06QyOL3XbEaVmYL2L0vB8jw25UWnLg/v6Or77+KS9fvqTheDrKcJkA0PI5zGlMpkwHReuDepwm\nObdh5SlY6XYl+qJtRHOJ6yViezatvClprzKEZ+dSAPPOmkBP+PdKVcsUam0dsNxmk7ZWtiTB7TyI\nlUziChf0bxhhS9ZCCE7Be6cjC5UlL2IqrmXw+p7Wa+u9l5a592K01NOUlSBY8jr9KgpwK/jPjxn0\nFADQbQAi6R+31ri5uaFmc1RfuxIifVcgG2aw1oudl+FWMWFxRDegS8lazijC8j7661i67730480Z\n69nC3N7I60VdyTn2XNtFZGH1/LMfK4Zh4ruyW22DRdV2r30+p3Uu0MWMt+/PGLGuNQgQaX3Ef5ln\npjwx5UVUtGtVgC9SnVguujAQJ/mZ0MIL+zEx6jTpuN/z9a/9Gr/xG7/B3d0L3n94y+PTkVorwzAy\nl0Ju4ma3O+wZdjtdyIEQZXeNSYbLclsHtSyoWVdAMikLtGt6bedgS9enrUHCe98JU605mi99U4Km\nXRDrihS97q0/p1Z1D8uZqu3u7fW8Hjrz/XxveUGm9yoYjGSrXaKBTXmpGaj3nlpWJz0ZOiu91NgC\n7VH1VleawFrm+iDt4mozNs3RNhvrWhJ/2vH5eBjL3BmZgNRq1gaNkYKwF7dj8LRIrhlMGHWz21rL\nCRbiElXVqhB90h1hK9cnN/c1TiCQkUUSyzi2O+AKYsrvyrjwD+McFiIkyymKZay71Lr70TMfV7+f\nNvY9xGr8baZ0hdCrUpiXkW6qI7ZGiok6VIZBxINzy9cgrQyJkHwCl5jmUUR+zp6yLOQqsgHDMPDi\nxQt+7dd/jdevXzPnhbfv3/N4PFIQM6GpTjQKadiRxp2WGhrE9GaWMfpV78E5xziOjOPYPTfsHImy\nlPp59GvhpK0cAs6FzblcAWlZMw6iqWkVcIVYbTI6kItsGnYdbLdeg4N0GrYZyPMp1X7Ya1wFNvnM\nVNmQTB3OMoItTiVrSSZULYvq66OuWdgwDOyH1VK0QX8/9tUYwGsmI6bntWac//Tb/ZflKL8B/DfA\nXwH+d+DP6ff/VeBvAX9ZH39q8zu/Bfw14P8E/vHf74WneerK3aAg50Ze3sAh86joQq+bNLBsdmGL\n8Mu8ME+TRGrj82/bX8/aYaCNlw0YKXexvE973lYj0oLG81Hm5/JxsLZjy0ZGbdsdMgS8p7zbvxdW\nLogBcVta+3oT6UyOBTdnrEPpNCQVExrU2atB97yY1a+z9U5CYtztGHYjFZmcnJaFkCKvv/yC+1cv\nqcDbd+94905sGQX7ENW0UkHmLJJi9jJDgzOgVbpa29keUSbXzoaRsIzu7/0muDbW8fNr2rQJ0Kwd\nNSkZt68VYugK6HYN7XW319YIY1tSmMkvPC89gX7jblvv23W53uCr9F8pVVz0VIpvWda2qW1mtazC\nTKaQHlVEx8ouY89ax0deY229e7eKC299Un7V45cFjAX488DfD/zDwJ8F/oSeo78A/El9/Bf6/N8E\n/ox+/SeAf+f3+xvLkjs9HGyXlYt/uVxYsvajY+h0cffsRq+aPuYNbtFvhHkmL+V7YM82nbRZEvu+\nHK0v7u3N+Tv/91/9Xu3cT6K3dPj7U61F24y5SIm0DTL/b3tn7iNJkYXxX2ZWVmV196x2B2M4pcbF\nWgsMwAYc4F8ACRNxGAvCARMhIcx1dlfi0IKxCEwuAwkhAUKiAQEDTM822uXWshJT3VN5Y7x4EZE1\nWXPQ09XJEJ+U6qzsOl5GRrx4xxcvZNGSk935wJEJ0rqO7Xc8/3U1DGYDAAAHF0lEQVTTyjaFHX/d\nvP7y+EeS/osTxqOUzMzkcRSR5zmz3Rl7e3sUpezb2ZhiMdnalLX1ddoIZnu7nJ7PSdKUP112lNFo\nxM+zXf7300+UVSW7niEZmLYRn1zKCI5lRrPPTKj1unucKlltY4jZOfk5Tevo3sq6xLu/CJcNcs8w\nMQOmMkrDFZC27/GeVWKIW4vuXJdXEXvKwykS2/bm+05uf9Z9Ho2rmbFYpNpXVBqf0fJ5nQVikYu/\nuIlT2iLyGKjab1tECed5QVlUlJXG79wqbbXc94tzKYzvgC1zPgM+A64yr/uCrncAzyOKZgc4AVzf\n98Vt23S8+rZ1Wxvu7u6S57ldx6EPUReAudnb2yjZ+qCVJblYhWQpGS4V5XMz7DVzW1oX0t9damf7\nk+6g9DpZHCcd66djXdRuPxXdTLprFTWde0BjFUYOv30WZzDfaql0VqsbS3XfPv6h5OCByXhMlmVk\nmewgVtWyXiQvcqqm9qjuMdk0Y7q+RpwkonyrkmSUsHHkCHULp2YzTs/nTKZT1jY2GI0nMtBHI8bZ\nlFE6ljUipsapuk9CWWjl96zCSGylrK9OHkcyH2IZJKYgsAb0VJG7AZjaRW3+YD7DijODuLW/aRRC\n5FuCtX1eGjzvWAs9caUoitg+8WnnGWmAVetPiKsggzUdpV3rZkHBKFz2RaDKRmWtarFQ1CJV9zgv\nCqngrpXc69owi0XpZFnWNxQvCBcSNt1ErIl3zOt7gQ+BvwN/NNeuRFwVxX9xCqYDnQU6/pqZLWuj\nOPI8B0zUfew6TxTHtHFkg0IKWeknDTefzymLAprWsjf9tQNKMJLsgDGVTaDUX8asZc30oWsQrjdu\n4R1quqhZrFRsu0mTkdn/Hv3bmPsvTap58fCVkh9n0c+KsnRBtthQ4yeTiSFTuVJvRVkat0Q6LnFM\nQ0OWTcimsj9IkozYOPIH1tc3mO3uMpvNaGis+5KmqeF+SP2K8cTV4JTVvGPT5hLYUzdUXRE109VP\nn0ym5rq8v9KK3piqWklKlk2N8ku9+3e76Gnbd9wZLciLKggJRso1fQ6aEXMKQvuBdRm8CUGyXV2S\nnwYtnStr9l/By9qZ6UndaN24SBSI/Kbs4jZBl+ir9d3Q2p3t21YmzsJ8x6nZjKIoreXSAiSy3eR0\nOu0biheE81UYG8C/gPsQS+OvwLXAn4FvgSfP8tne0Gxl/M26ru3Gy4Blo9nUkCneK2tCRnYJuH1o\nbXfWraqKsigo84KyKm3+3kbRE62pgZstUD5Ia4oPS3DK72z68G3az1MavQ3rWSlu+b27tz7oPfml\n4f3Zzc2Q3XqoqlBtANksqFNrRV2lJI4989YNrqIsKIrcuUbAKB2RTcUiGWeSIUlSCSafLnLK0iz+\njt1ycTsUosQz6ZPOAFOrCLMQTi0GVXjqemJiVFVVyULEheeQJM768y07XXPjt2e3vV2w3PY6L73a\ndXvPTN/60GtaztH2Q88C7cTdPMvF39g7L0RZ5EVuFE9tlKdYUFEUmarfpd1nNTaZvBqo2paqbSnq\nhr18zrwsKOpKyk0qI3Yiq4NXgRR4Fbh/yf83gY/N+cPmULwC3NDzmS0cyS4c4QjH6o43OUBEwDPA\nUwvXr/DOHwD+ac6vQ5TBGLFAtumPdQQEBFyCuAlxG7foplCfAT5CYhgvA8e8zzyCBDuPA7esUtiA\ngICAgICA3zFuRayPL4GHDlmWZdhBLKgPgPfMtaPA68AXwGu4zNBh4R/A97j4EZxdxvMi1B0w+mR+\njH2SAA8Qy4iLQ27nAyNbHgYSxF3ZRIKpWwgRbGj4N9IpfDwB/MWcPwQ8vlKJzsTNSJrbH3zLZNTY\nUoq0/QkuLKV+sdAn86PAgz3vHYLMlyOZQJBM4edIfx1yOy+T+aK086pv5npEoB2E3PUCQvYaIhaD\ntbcDT5vzp4E7VyvOGXgL+P/CtWUynjeh7oDRJzPskwR4gFhGXBxyOx8Y2RJWrzCuAv7jvV5K7Dpk\ntMAbwPvAPebaMcScxvw91vO5w8YyGc+bUHdI2BcJcEXYRKyjd/nttPMmF5FsCatXGO2Kf+/X4kak\noW9D1s/cvPB/zWkPGeeScSjy75sEuAJsAC8ixMVTC/8bajtfdLIlrF5hfI0EZRTX0NVuQ8G35u+P\nwEuIifY94h+C8FB+OAS5zoVlMi62+9Xm2hDwA27Q/Q1nDg9F5hRRFs8iFAIYfjurzM/hZB56O/di\nhJC5NhFy1xCDnmvAEXO+DryNRI6fwGV1Hubwg57QZdnCchmHRKjbpCvzkEmAy4iLQ27nS45seRsS\nuT2BpHOGhmuRBtxC0lIq41EkrjGUtOrzwDdAgcSF7uLsMg6BULco890MmwTYR1y8lWG3cyBbBgQE\nBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEXEr4BT0RQCwO148SAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10843b510>"
       ]
      }
     ],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "tmpPath = \"/tmp/aeGray.jpg\"\n",
      "aeGary = imread(tmpPath)\n",
      "imshow(aeGary, cmap=plt.cm.gray)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 5,
       "text": [
        "<matplotlib.image.AxesImage at 0x108d3e650>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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6uLONznkrQF0LumZW60SFElNlVTDkMu8oiLzdGgTzYJ4KG/fxtX4a4IzINTXT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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x108cdb6d0>"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "pc = np.loadtxt(\"/tmp/pc.csv\", delimiter=\",\")\n",
      "print(pc.shape)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "(2500, 10)\n"
       ]
      }
     ],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def plot_gallery(images, h, w, n_row=2, n_col=5):\n",
      "    \"\"\"Helper function to plot a gallery of portraits\"\"\"\n",
      "    plt.figure(figsize=(1.8 * n_col, 2.4 * n_row))\n",
      "    plt.subplots_adjust(bottom=0, left=.01, right=.99, top=.90, hspace=.35)\n",
      "    for i in range(n_row * n_col):\n",
      "        plt.subplot(n_row, n_col, i + 1)\n",
      "        plt.imshow(images[:, i].reshape((h, w)), cmap=plt.cm.gray)\n",
      "        plt.title(\"Eigenface %d\" % (i + 1), size=12)\n",
      "        plt.xticks(())\n",
      "        plt.yticks(())"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 8
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plot_gallery(pc, 50, 50)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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cT548uU02OVvu+OR7jzlyj+N4o6P2JE6gz4c7fYh5C7wtndjAc2Qp+eXLl+sr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+E3/IaL6MLP/dzPfet926+Pe/2qX/WrLqILv/7X//pvvW/79fGvX/frft1F9OFX/spf+a33bb8+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\nRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x108dcf810>"
       ]
      }
     ],
     "prompt_number": 9
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "s = np.loadtxt(\"/tmp/s.csv\", delimiter=\",\")\n",
      "print(s.shape)\n",
      "plot(s)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "(300,)\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 19,
       "text": [
        "[<matplotlib.lines.Line2D at 0x108fe74d0>]"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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       "text": [
        "<matplotlib.figure.Figure at 0x108eb7550>"
       ]
      }
     ],
     "prompt_number": 19
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plot(cumsum(s))\n",
      "plt.yscale('log')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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       "text": [
        "<matplotlib.figure.Figure at 0x109d9ed10>"
       ]
      }
     ],
     "prompt_number": 23
    }
   ],
   "metadata": {}
  }
 ]
}